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ORCIDBibTeX records: Klaus-Robert Müller
@article{DBLP:journals/inffus/LinhardtMM24,
author = {Lorenz Linhardt and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Preemptively pruning Clever-Hans strategies in deep neural networks},
journal = {Inf. Fusion},
volume = {103},
pages = {102094},
year = {2024},
url = {https://doi.org/10.1016/j.inffus.2023.102094},
doi = {10.1016/J.INFFUS.2023.102094},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/inffus/LinhardtMM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jfi/BeckerV0MLS24,
author = {S{\"{o}}ren Becker and
Johanna Vielhaben and
Marcel Ackermann and
Klaus{-}Robert M{\"{u}}ller and
Sebastian Lapuschkin and
Wojciech Samek},
title = {AudioMNIST: Exploring Explainable Artificial Intelligence for audio
analysis on a simple benchmark},
journal = {J. Frankl. Inst.},
volume = {361},
number = {1},
pages = {418--428},
year = {2024},
url = {https://doi.org/10.1016/j.jfranklin.2023.11.038},
doi = {10.1016/J.JFRANKLIN.2023.11.038},
timestamp = {Sat, 16 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jfi/BeckerV0MLS24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/DombrowskiGMK24,
author = {Ann{-}Kathrin Dombrowski and
Jan E. Gerken and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Diffeomorphic Counterfactuals With Generative Models},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {46},
number = {5},
pages = {3257--3274},
year = {2024},
url = {https://doi.org/10.1109/TPAMI.2023.3339980},
doi = {10.1109/TPAMI.2023.3339980},
timestamp = {Mon, 15 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/DombrowskiGMK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmi/HashemiCGGMNH24,
author = {Ali Hashemi and
Chang Cai and
Yijing Gao and
Sanjay Ghosh and
Klaus{-}Robert M{\"{u}}ller and
Srikantan S. Nagarajan and
Stefan Haufe},
title = {Joint Learning of Full-Structure Noise in Hierarchical Bayesian Regression
Models},
journal = {{IEEE} Trans. Medical Imaging},
volume = {43},
number = {2},
pages = {610--624},
year = {2024},
url = {https://doi.org/10.1109/TMI.2022.3224085},
doi = {10.1109/TMI.2022.3224085},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tmi/HashemiCGGMNH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/KauffmannERMSM24,
author = {Jacob R. Kauffmann and
Malte Esders and
Lukas Ruff and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {From Clustering to Cluster Explanations via Neural Networks},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {35},
number = {2},
pages = {1926--1940},
year = {2024},
url = {https://doi.org/10.1109/TNNLS.2022.3185901},
doi = {10.1109/TNNLS.2022.3185901},
timestamp = {Sat, 16 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/KauffmannERMSM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller24,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Deep Learning made transferable: studying Brain decoding},
booktitle = {12th International Winter Conference on Brain-Computer Interface,
{BCI} 2024, Gangwon, Korea, Republic of, February 26-28, 2024},
pages = {1--2},
publisher = {{IEEE}},
year = {2024},
url = {https://doi.org/10.1109/BCI60775.2024.10480517},
doi = {10.1109/BCI60775.2024.10480517},
timestamp = {Wed, 10 Apr 2024 16:57:56 +0200},
biburl = {https://dblp.org/rec/conf/bci3/Muller24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-04079,
author = {Jonas Dippel and
Barbara Feulner and
Tobias Winterhoff and
Simon Schallenberg and
Gabriel Dernbach and
Andreas Kunft and
Stephan Tietz and
Philipp Jurmeister and
David Horst and
Lukas Ruff and
Klaus{-}Robert M{\"{u}}ller and
Frederick Klauschen and
Maximilian Alber},
title = {RudolfV: {A} Foundation Model by Pathologists for Pathologists},
journal = {CoRR},
volume = {abs/2401.04079},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.04079},
doi = {10.48550/ARXIV.2401.04079},
eprinttype = {arXiv},
eprint = {2401.04079},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-04079.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-06122,
author = {Dilyara Bareeva and
Marina M.{-}C. H{\"{o}}hne and
Alexander Warnecke and
Lukas Pirch and
Klaus{-}Robert M{\"{u}}ller and
Konrad Rieck and
Kirill Bykov},
title = {Manipulating Feature Visualizations with Gradient Slingshots},
journal = {CoRR},
volume = {abs/2401.06122},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.06122},
doi = {10.48550/ARXIV.2401.06122},
eprinttype = {arXiv},
eprint = {2401.06122},
timestamp = {Thu, 25 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-06122.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-07486,
author = {Simon Letzgus and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {XpertAI: uncovering model strategies for sub-manifolds},
journal = {CoRR},
volume = {abs/2403.07486},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.07486},
doi = {10.48550/ARXIV.2403.07486},
eprinttype = {arXiv},
eprint = {2403.07486},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-07486.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jfi/ThomasLSM23,
author = {Armin W. Thomas and
Ulman Lindenberger and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Evaluating deep transfer learning for whole-brain cognitive decoding},
journal = {J. Frankl. Inst.},
volume = {360},
number = {13},
pages = {9754--9787},
year = {2023},
url = {https://doi.org/10.1016/j.jfranklin.2023.07.015},
doi = {10.1016/J.JFRANKLIN.2023.07.015},
timestamp = {Sat, 14 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jfi/ThomasLSM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/VidaurreGINGVMN23,
author = {Carmen Vidaurre and
K. Gurunandan and
Mina Jamshidi Idaji and
Guido Nolte and
Marisol G{\'{o}}mez and
Arno Villringer and
Klaus{-}Robert M{\"{u}}ller and
Vadim V. Nikulin},
title = {Novel multivariate methods to track frequency shifts of neural oscillations
in {EEG/MEG} recordings},
journal = {NeuroImage},
volume = {276},
pages = {120178},
year = {2023},
url = {https://doi.org/10.1016/j.neuroimage.2023.120178},
doi = {10.1016/J.NEUROIMAGE.2023.120178},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/VidaurreGINGVMN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/AndeolKWKMM23,
author = {L{\'{e}}o And{\'{e}}ol and
Yusei Kawakami and
Yuichiro Wada and
Takafumi Kanamori and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Learning domain invariant representations by joint Wasserstein distance
minimization},
journal = {Neural Networks},
volume = {167},
pages = {233--243},
year = {2023},
url = {https://doi.org/10.1016/j.neunet.2023.07.028},
doi = {10.1016/J.NEUNET.2023.07.028},
timestamp = {Sun, 17 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/AndeolKWKMM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MillerMVHGWH23,
author = {Kai J. Miller and
Klaus{-}Robert M{\"{u}}ller and
Gabriela Ojeda Valencia and
Harvey Huang and
Nicholas M. Gregg and
Gregory A. Worrell and
Dora Hermes},
title = {Canonical Response Parameterization: Quantifying the structure of
responses to single-pulse intracranial electrical brain stimulation},
journal = {PLoS Comput. Biol.},
volume = {19},
number = {5},
year = {2023},
url = {https://doi.org/10.1371/journal.pcbi.1011105},
doi = {10.1371/JOURNAL.PCBI.1011105},
timestamp = {Sat, 14 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/MillerMVHGWH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/SrinivasanMSN23,
author = {Vignesh Srinivasan and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Langevin Cooling for Unsupervised Domain Translation},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {34},
number = {10},
pages = {7675--7688},
year = {2023},
url = {https://doi.org/10.1109/TNNLS.2022.3145812},
doi = {10.1109/TNNLS.2022.3145812},
timestamp = {Wed, 01 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/SrinivasanMSN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/MullerH23,
author = {Klaus{-}Robert M{\"{u}}ller and
Simon M. Hofmann},
title = {Interpreting Deep Learning Models for Multi-modal Neuroimaging},
booktitle = {11th International Winter Conference on Brain-Computer Interface,
{BCI} 2023, Gangwon, Korea, Republic of, February 20-22, 2023},
pages = {1--4},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/BCI57258.2023.10078502},
doi = {10.1109/BCI57258.2023.10078502},
timestamp = {Thu, 06 Apr 2023 09:38:22 +0200},
biburl = {https://dblp.org/rec/conf/bci3/MullerH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/BinderWLMMS23,
author = {Alexander Binder and
Leander Weber and
Sebastian Lapuschkin and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations
of Deep Neural Network Explanations},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023, Vancouver, BC, Canada, June 17-24, 2023},
pages = {16143--16152},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CVPR52729.2023.01549},
doi = {10.1109/CVPR52729.2023.01549},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/BinderWLMMS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/BykovMH23,
author = {Kirill Bykov and
Klaus{-}Robert M{\"{u}}ller and
Marina M.{-}C. H{\"{o}}hne},
editor = {Slawomir Nowaczyk and
Przemyslaw Biecek and
Neo Christopher Chung and
Mauro Vallati and
Pawel Skruch and
Joanna Jaworek{-}Korjakowska and
Simon Parkinson and
Alexandros Nikitas and
Martin Atzm{\"{u}}ller and
Tom{\'{a}}s Kliegr and
Ute Schmid and
Szymon Bobek and
Nada Lavrac and
Marieke Peeters and
Roland van Dierendonck and
Saskia Robben and
Eunika Mercier{-}Laurent and
G{\"{u}}lg{\"{u}}n Kayakutlu and
Mieczyslaw Lech Owoc and
Karl Mason and
Abdul Wahid and
Pierangela Bruno and
Francesco Calimeri and
Francesco Cauteruccio and
Giorgio Terracina and
Diedrich Wolter and
Jochen L. Leidner and
Michael Kohlhase and
Vania Dimitrova},
title = {Mark My Words: Dangers of Watermarked Images in ImageNet},
booktitle = {Artificial Intelligence. {ECAI} 2023 International Workshops - XAI{\({^3}\)},
TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Krak{\'{o}}w,
Poland, September 30 - October 4, 2023, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {1947},
pages = {426--434},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-50396-2\_24},
doi = {10.1007/978-3-031-50396-2\_24},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecai/BykovMH23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiongSGMMN23,
author = {Ping Xiong and
Thomas Schnake and
Michael Gastegger and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Relevant Walk Search for Explaining Graph Neural Networks},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {38301--38324},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/xiong23b.html},
timestamp = {Wed, 06 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/XiongSGMMN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/NicoliAFHJKMSKN23,
author = {Kim Nicoli and
Christopher J. Anders and
Lena Funcke and
Tobias Hartung and
Karl Jansen and
Stefan K{\"{u}}hn and
Klaus{-}Robert M{\"{u}}ller and
Paolo Stornati and
Pan Kessel and
Shinichi Nakajima},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Physics-Informed Bayesian Optimization of Variational Quantum Circuits},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/3adb85a348a18cdd74ce99fbbab20301-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/NicoliAFHJKMSKN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-05498,
author = {Kirill Bykov and
Klaus{-}Robert M{\"{u}}ller and
Marina M.{-}C. H{\"{o}}hne},
title = {Mark My Words: Dangers of Watermarked Images in ImageNet},
journal = {CoRR},
volume = {abs/2303.05498},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.05498},
doi = {10.48550/ARXIV.2303.05498},
eprinttype = {arXiv},
eprint = {2303.05498},
timestamp = {Wed, 15 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-05498.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-05727,
author = {Lorenz Linhardt and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks},
journal = {CoRR},
volume = {abs/2304.05727},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.05727},
doi = {10.48550/ARXIV.2304.05727},
eprinttype = {arXiv},
eprint = {2304.05727},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-05727.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-09835,
author = {Simon Letzgus and
Klaus{-}Robert M{\"{u}}ller},
title = {Towards transparent and robust data-driven wind turbine power curve
models},
journal = {CoRR},
volume = {abs/2304.09835},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.09835},
doi = {10.48550/ARXIV.2304.09835},
eprinttype = {arXiv},
eprint = {2304.09835},
timestamp = {Mon, 24 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-09835.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-02245,
author = {Lukas Muttenthaler and
Robert A. Vandermeulen and
Qiuyi Zhang and
Thomas Unterthiner and
Klaus{-}Robert M{\"{u}}ller},
title = {Set Learning for Accurate and Calibrated Models},
journal = {CoRR},
volume = {abs/2307.02245},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.02245},
doi = {10.48550/ARXIV.2307.02245},
eprinttype = {arXiv},
eprint = {2307.02245},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-02245.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-15126,
author = {J. Thorben Frank and
Oliver T. Unke and
Klaus{-}Robert M{\"{u}}ller and
Stefan Chmiela},
title = {From Peptides to Nanostructures: {A} Euclidean Transformer for Fast
and Stable Machine Learned Force Fields},
journal = {CoRR},
volume = {abs/2309.15126},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.15126},
doi = {10.48550/ARXIV.2309.15126},
eprinttype = {arXiv},
eprint = {2309.15126},
timestamp = {Tue, 17 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-15126.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-09091,
author = {Oliver Eberle and
Jochen B{\"{u}}ttner and
Hassan El{-}Hajj and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Matteo Valleriani},
title = {Insightful analysis of historical sources at scales beyond human capabilities
using unsupervised Machine Learning and {XAI}},
journal = {CoRR},
volume = {abs/2310.09091},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.09091},
doi = {10.48550/ARXIV.2310.09091},
eprinttype = {arXiv},
eprint = {2310.09091},
timestamp = {Wed, 25 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-09091.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-13018,
author = {Ilia Sucholutsky and
Lukas Muttenthaler and
Adrian Weller and
Andi Peng and
Andreea Bobu and
Been Kim and
Bradley C. Love and
Erin Grant and
Jascha Achterberg and
Joshua B. Tenenbaum and
Katherine M. Collins and
Katherine L. Hermann and
Kerem Oktar and
Klaus Greff and
Martin N. Hebart and
Nori Jacoby and
Qiuyi Zhang and
Raja Marjieh and
Robert Geirhos and
Sherol Chen and
Simon Kornblith and
Sunayana Rane and
Talia Konkle and
Thomas P. O'Connell and
Thomas Unterthiner and
Andrew K. Lampinen and
Klaus{-}Robert M{\"{u}}ller and
Mariya Toneva and
Thomas L. Griffiths},
title = {Getting aligned on representational alignment},
journal = {CoRR},
volume = {abs/2310.13018},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.13018},
doi = {10.48550/ARXIV.2310.13018},
eprinttype = {arXiv},
eprint = {2310.13018},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-13018.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dbsk/El-HajjZBMESSMM22,
author = {Hassan El{-}Hajj and
Maryam Zamani and
Jochen B{\"{u}}ttner and
Julius Martinetz and
Oliver Eberle and
Noga Shlomi and
Anna Siebold and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Holger Kantz and
Matteo Valleriani},
title = {An Ever-Expanding Humanities Knowledge Graph: The Sphaera Corpus at
the Intersection of Humanities, Data Management, and Machine Learning},
journal = {Datenbank-Spektrum},
volume = {22},
number = {2},
pages = {153--162},
year = {2022},
url = {https://doi.org/10.1007/s13222-022-00414-1},
doi = {10.1007/S13222-022-00414-1},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dbsk/El-HajjZBMESSMM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/inffus/AndersWNSML22,
author = {Christopher J. Anders and
Leander Weber and
David Neumann and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Sebastian Lapuschkin},
title = {Finding and removing Clever Hans: Using explanation methods to debug
and improve deep models},
journal = {Inf. Fusion},
volume = {77},
pages = {261--295},
year = {2022},
url = {https://doi.org/10.1016/j.inffus.2021.07.015},
doi = {10.1016/J.INFFUS.2021.07.015},
timestamp = {Wed, 27 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/inffus/AndersWNSML22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/WilmingBMH22,
author = {Rick Wilming and
C{\'{e}}line Budding and
Klaus{-}Robert M{\"{u}}ller and
Stefan Haufe},
title = {Scrutinizing {XAI} using linear ground-truth data with suppressor
variables},
journal = {Mach. Learn.},
volume = {111},
number = {5},
pages = {1903--1923},
year = {2022},
url = {https://doi.org/10.1007/s10994-022-06167-y},
doi = {10.1007/S10994-022-06167-Y},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/WilmingBMH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlst/WinklerMS22,
author = {Ludwig Winkler and
Klaus{-}Robert M{\"{u}}ller and
Huziel E. Sauceda},
title = {High-fidelity molecular dynamics trajectory reconstruction with bi-directional
neural networks},
journal = {Mach. Learn. Sci. Technol.},
volume = {3},
number = {2},
pages = {25011},
year = {2022},
url = {https://doi.org/10.1088/2632-2153/ac6ec6},
doi = {10.1088/2632-2153/AC6EC6},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mlst/WinklerMS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/IdajiZSNMVN22,
author = {Mina Jamshidi Idaji and
Juanli Zhang and
Tilman Stephani and
Guido Nolte and
Klaus{-}Robert M{\"{u}}ller and
Arno Villringer and
Vadim V. Nikulin},
title = {Harmoni: {A} method for eliminating spurious interactions due to the
harmonic components in neuronal data},
journal = {NeuroImage},
volume = {252},
pages = {119053},
year = {2022},
url = {https://doi.org/10.1016/j.neuroimage.2022.119053},
doi = {10.1016/J.NEUROIMAGE.2022.119053},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/IdajiZSNMVN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HofmannBLGLMVSW22,
author = {Simon M. Hofmann and
Frauke Beyer and
Sebastian Lapuschkin and
Ole Goltermann and
Markus Loeffler and
Klaus{-}Robert M{\"{u}}ller and
Arno Villringer and
Wojciech Samek and
Anja Veronica Witte},
title = {Towards the interpretability of deep learning models for multi-modal
neuroimaging: Finding structural changes of the ageing brain},
journal = {NeuroImage},
volume = {261},
pages = {119504},
year = {2022},
url = {https://doi.org/10.1016/j.neuroimage.2022.119504},
doi = {10.1016/J.NEUROIMAGE.2022.119504},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/HofmannBLGLMVSW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/EberleBKMVM22,
author = {Oliver Eberle and
Jochen B{\"{u}}ttner and
Florian Kr{\"{a}}utli and
Klaus{-}Robert M{\"{u}}ller and
Matteo Valleriani and
Gr{\'{e}}goire Montavon},
title = {Building and Interpreting Deep Similarity Models},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {44},
number = {3},
pages = {1149--1161},
year = {2022},
url = {https://doi.org/10.1109/TPAMI.2020.3020738},
doi = {10.1109/TPAMI.2020.3020738},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/EberleBKMVM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/SchnakeELNSMM22,
author = {Thomas Schnake and
Oliver Eberle and
Jonas Lederer and
Shinichi Nakajima and
Kristof T. Sch{\"{u}}tt and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Higher-Order Explanations of Graph Neural Networks via Relevant Walks},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {44},
number = {11},
pages = {7581--7596},
year = {2022},
url = {https://doi.org/10.1109/TPAMI.2021.3115452},
doi = {10.1109/TPAMI.2021.3115452},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/SchnakeELNSMM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/DombrowskiAMK22,
author = {Ann{-}Kathrin Dombrowski and
Christopher J. Anders and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Towards robust explanations for deep neural networks},
journal = {Pattern Recognit.},
volume = {121},
pages = {108194},
year = {2022},
url = {https://doi.org/10.1016/j.patcog.2021.108194},
doi = {10.1016/J.PATCOG.2021.108194},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/DombrowskiAMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/AdaliGHMS22,
author = {T{\"{u}}lay Adali and
Rodrigo Capobianco Guido and
Tin Kam Ho and
Klaus{-}Robert M{\"{u}}ller and
Stephen C. Strother},
title = {Interpretability, Reproducibility, and Replicability [From the Guest
Editors]},
journal = {{IEEE} Signal Process. Mag.},
volume = {39},
number = {4},
pages = {5--7},
year = {2022},
url = {https://doi.org/10.1109/MSP.2022.3170665},
doi = {10.1109/MSP.2022.3170665},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/AdaliGHMS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/LetzgusWLSMM22,
author = {Simon Letzgus and
Patrick Wagner and
Jonas Lederer and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Toward Explainable Artificial Intelligence for Regression Models:
{A} methodological perspective},
journal = {{IEEE} Signal Process. Mag.},
volume = {39},
number = {4},
pages = {40--58},
year = {2022},
url = {https://doi.org/10.1109/MSP.2022.3153277},
doi = {10.1109/MSP.2022.3153277},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/LetzgusWLSMM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/LiznerskiRVFMK22,
author = {Philipp Liznerski and
Lukas Ruff and
Robert A. Vandermeulen and
Billy Joe Franks and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Exposing Outlier Exposure: What Can Be Learned From Few, One, and
Zero Outlier Images},
journal = {Trans. Mach. Learn. Res.},
volume = {2022},
year = {2022},
url = {https://openreview.net/forum?id=3v78awEzyB},
timestamp = {Fri, 19 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/LiznerskiRVFMK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/LeeM22,
author = {Seong{-}Whan Lee and
Klaus{-}Robert M{\"{u}}ller},
title = {Welcome Message from the General Chairs},
booktitle = {10th International Winter Conference on Brain-Computer Interface,
{BCI} 2022, Gangwon-do, Korea, Republic of, February 21-23, 2022},
pages = {1},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BCI53720.2022.9734962},
doi = {10.1109/BCI53720.2022.9734962},
timestamp = {Tue, 22 Mar 2022 14:30:49 +0100},
biburl = {https://dblp.org/rec/conf/bci3/LeeM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/MullerTS22,
author = {Klaus{-}Robert M{\"{u}}ller and
Armin W. Thomas and
Wojciech Samek},
title = {Deep Learning for Whole-Brain Cognitive Decoding},
booktitle = {10th International Winter Conference on Brain-Computer Interface,
{BCI} 2022, Gangwon-do, Korea, Republic of, February 21-23, 2022},
pages = {1--3},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BCI53720.2022.9735047},
doi = {10.1109/BCI53720.2022.9735047},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/MullerTS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AliSEMMW22,
author = {Ameen Ali and
Thomas Schnake and
Oliver Eberle and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Lior Wolf},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {{XAI} for Transformers: Better Explanations through Conservative Propagation},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {435--451},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/ali22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/AliSEMMW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/XiongSMMN22,
author = {Ping Xiong and
Thomas Schnake and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Efficient Computation of Higher-Order Subgraph Attribution via Message
Passing},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {24478--24495},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/xiong22a.html},
timestamp = {Wed, 06 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/XiongSMMN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FrankUM22,
author = {J. Thorben Frank and
Oliver T. Unke and
Klaus{-}Robert M{\"{u}}ller},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {So3krates: Equivariant attention for interactions on arbitrary length-scales
in molecular systems},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/bcf4ca90a8d405201d29dd47d75ac896-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/FrankUM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/icml/2020xxai,
editor = {Andreas Holzinger and
Randy Goebel and
Ruth Fong and
Taesup Moon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {xxAI - Beyond Explainable {AI} - International Workshop, Held in Conjunction
with {ICML} 2020, July 18, 2020, Vienna, Austria, Revised and Extended
Papers},
series = {Lecture Notes in Computer Science},
volume = {13200},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-04083-2},
doi = {10.1007/978-3-031-04083-2},
isbn = {978-3-031-04082-5},
timestamp = {Fri, 29 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/2020xxai.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-01195,
author = {Ludwig Winkler and
Klaus{-}Robert M{\"{u}}ller and
Huziel E. Sauceda},
title = {Super-resolution in Molecular Dynamics Trajectory Reconstruction with
Bi-Directional Neural Networks},
journal = {CoRR},
volume = {abs/2201.01195},
year = {2022},
url = {https://arxiv.org/abs/2201.01195},
eprinttype = {arXiv},
eprint = {2201.01195},
timestamp = {Mon, 10 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-01195.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-02485,
author = {Ann{-}Kathrin Dombrowski and
Klaus{-}Robert M{\"{u}}ller and
Wolf{-}Christian M{\"{u}}ller},
title = {Automated Dissipation Control for Turbulence Simulation with Shell
Models},
journal = {CoRR},
volume = {abs/2201.02485},
year = {2022},
url = {https://arxiv.org/abs/2201.02485},
eprinttype = {arXiv},
eprint = {2201.02485},
timestamp = {Mon, 10 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-02485.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-07304,
author = {Ameen Ali and
Thomas Schnake and
Oliver Eberle and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Lior Wolf},
title = {{XAI} for Transformers: Better Explanations through Conservative Propagation},
journal = {CoRR},
volume = {abs/2202.07304},
year = {2022},
url = {https://arxiv.org/abs/2202.07304},
eprinttype = {arXiv},
eprint = {2202.07304},
timestamp = {Fri, 18 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-07304.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-16205,
author = {Jonas Lederer and
Michael Gastegger and
Kristof T. Sch{\"{u}}tt and
Michael Kampffmeyer and
Klaus{-}Robert M{\"{u}}ller and
Oliver T. Unke},
title = {Automatic Identification of Chemical Moieties},
journal = {CoRR},
volume = {abs/2203.16205},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.16205},
doi = {10.48550/ARXIV.2203.16205},
eprinttype = {arXiv},
eprint = {2203.16205},
timestamp = {Tue, 05 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-16205.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-08306,
author = {Oliver T. Unke and
Martin St{\"{o}}hr and
Stefan Ganscha and
Thomas Unterthiner and
Hartmut Maennel and
Sergii Kashubin and
Daniel Ahlin and
Michael Gastegger and
Leonardo Medrano Sandonas and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller},
title = {Accurate Machine Learned Quantum-Mechanical Force Fields for Biomolecular
Simulations},
journal = {CoRR},
volume = {abs/2205.08306},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.08306},
doi = {10.48550/ARXIV.2205.08306},
eprinttype = {arXiv},
eprint = {2205.08306},
timestamp = {Tue, 24 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-08306.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-11474,
author = {Philipp Liznerski and
Lukas Ruff and
Robert A. Vandermeulen and
Billy Joe Franks and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Exposing Outlier Exposure: What Can Be Learned From Few, One, and
Zero Outlier Images},
journal = {CoRR},
volume = {abs/2205.11474},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.11474},
doi = {10.48550/ARXIV.2205.11474},
eprinttype = {arXiv},
eprint = {2205.11474},
timestamp = {Mon, 30 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-11474.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-14276,
author = {J. Thorben Frank and
Oliver T. Unke and
Klaus{-}Robert M{\"{u}}ller},
title = {So3krates - Self-attention for higher-order geometric interactions
on arbitrary length-scales},
journal = {CoRR},
volume = {abs/2205.14276},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.14276},
doi = {10.48550/ARXIV.2205.14276},
eprinttype = {arXiv},
eprint = {2205.14276},
timestamp = {Wed, 01 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-14276.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-04530,
author = {Kirill Bykov and
Mayukh Deb and
Dennis Grinwald and
Klaus{-}Robert M{\"{u}}ller and
Marina M.{-}C. H{\"{o}}hne},
title = {{DORA:} Exploring outlier representations in Deep Neural Networks},
journal = {CoRR},
volume = {abs/2206.04530},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.04530},
doi = {10.48550/ARXIV.2206.04530},
eprinttype = {arXiv},
eprint = {2206.04530},
timestamp = {Tue, 14 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-04530.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05075,
author = {Ann{-}Kathrin Dombrowski and
Jan E. Gerken and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Diffeomorphic Counterfactuals with Generative Models},
journal = {CoRR},
volume = {abs/2206.05075},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05075},
doi = {10.48550/ARXIV.2206.05075},
eprinttype = {arXiv},
eprint = {2206.05075},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05075.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-12104,
author = {Niklas Frederik Schmitz and
Klaus{-}Robert M{\"{u}}ller and
Stefan Chmiela},
title = {Algorithmic Differentiation for Automatized Modelling of Machine Learned
Force Fields},
journal = {CoRR},
volume = {abs/2208.12104},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2208.12104},
doi = {10.48550/ARXIV.2208.12104},
eprinttype = {arXiv},
eprint = {2208.12104},
timestamp = {Mon, 29 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2208-12104.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-12486,
author = {Alexander Binder and
Leander Weber and
Sebastian Lapuschkin and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations
of Deep Neural Network Explanations},
journal = {CoRR},
volume = {abs/2211.12486},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.12486},
doi = {10.48550/ARXIV.2211.12486},
eprinttype = {arXiv},
eprint = {2211.12486},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-12486.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-12737,
author = {Stefan Bl{\"{u}}cher and
Klaus{-}Robert M{\"{u}}ller and
Stefan Chmiela},
title = {Reconstructing Kernel-based Machine Learning Force Fields with Super-linear
Convergence},
journal = {CoRR},
volume = {abs/2212.12737},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.12737},
doi = {10.48550/ARXIV.2212.12737},
eprinttype = {arXiv},
eprint = {2212.12737},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-12737.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-14855,
author = {Pattarawat Chormai and
Jan Herrmann and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Disentangled Explanations of Neural Network Predictions by Finding
Relevant Subspaces},
journal = {CoRR},
volume = {abs/2212.14855},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.14855},
doi = {10.48550/ARXIV.2212.14855},
eprinttype = {arXiv},
eprint = {2212.14855},
timestamp = {Sun, 08 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-14855.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cce/BogojeskiSHM21,
author = {Mihail Bogojeski and
Simeon Sauer and
Franziska Horn and
Klaus{-}Robert M{\"{u}}ller},
title = {Forecasting industrial aging processes with machine learning methods},
journal = {Comput. Chem. Eng.},
volume = {144},
pages = {107123},
year = {2021},
url = {https://doi.org/10.1016/j.compchemeng.2020.107123},
doi = {10.1016/J.COMPCHEMENG.2020.107123},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cce/BogojeskiSHM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/make/StuderBDHWPM21,
author = {Stefan Studer and
Thanh Binh Bui and
Christian Drescher and
Alexander Hanuschkin and
Ludwig Winkler and
Steven Peters and
Klaus{-}Robert M{\"{u}}ller},
title = {Towards {CRISP-ML(Q):} {A} Machine Learning Process Model with Quality
Assurance Methodology},
journal = {Mach. Learn. Knowl. Extr.},
volume = {3},
number = {2},
pages = {392--413},
year = {2021},
url = {https://doi.org/10.3390/make3020020},
doi = {10.3390/MAKE3020020},
timestamp = {Thu, 16 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/make/StuderBDHWPM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/natmi/BinderBHWHHISHD21,
author = {Alexander Binder and
Michael Bockmayr and
Miriam H{\"{a}}gele and
Stephan Wienert and
Daniel Heim and
Katharina Hellweg and
Masaru Ishii and
Albrecht Stenzinger and
Andreas Hocke and
Carsten Denkert and
Klaus{-}Robert M{\"{u}}ller and
Frederick Klauschen},
title = {Morphological and molecular breast cancer profiling through explainable
machine learning},
journal = {Nat. Mach. Intell.},
volume = {3},
number = {4},
pages = {355--366},
year = {2021},
url = {https://doi.org/10.1038/s42256-021-00303-4},
doi = {10.1038/S42256-021-00303-4},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/natmi/BinderBHWHHISHD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HashemiCKMNH21,
author = {Ali Hashemi and
Chang Cai and
Gitta Kutyniok and
Klaus{-}Robert M{\"{u}}ller and
Srikantan S. Nagarajan and
Stefan Haufe},
title = {Unification of sparse Bayesian learning algorithms for electromagnetic
brain imaging with the majorization minimization framework},
journal = {NeuroImage},
volume = {239},
pages = {118309},
year = {2021},
url = {https://doi.org/10.1016/j.neuroimage.2021.118309},
doi = {10.1016/J.NEUROIMAGE.2021.118309},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/HashemiCKMNH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/SrinivasanRMMSN21,
author = {Vignesh Srinivasan and
Csaba Rohrer and
Arturo Marb{\'{a}}n and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Robustifying models against adversarial attacks by Langevin dynamics},
journal = {Neural Networks},
volume = {137},
pages = {1--17},
year = {2021},
url = {https://doi.org/10.1016/j.neunet.2020.12.024},
doi = {10.1016/J.NEUNET.2020.12.024},
timestamp = {Thu, 16 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/SrinivasanRMMSN21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/SamekMLAM21,
author = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Christopher J. Anders and
Klaus{-}Robert M{\"{u}}ller},
title = {Explaining Deep Neural Networks and Beyond: {A} Review of Methods
and Applications},
journal = {Proc. {IEEE}},
volume = {109},
number = {3},
pages = {247--278},
year = {2021},
url = {https://doi.org/10.1109/JPROC.2021.3060483},
doi = {10.1109/JPROC.2021.3060483},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/SamekMLAM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/RuffKVMSKDM21,
author = {Lukas Ruff and
Jacob R. Kauffmann and
Robert A. Vandermeulen and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Marius Kloft and
Thomas G. Dietterich and
Klaus{-}Robert M{\"{u}}ller},
title = {A Unifying Review of Deep and Shallow Anomaly Detection},
journal = {Proc. {IEEE}},
volume = {109},
number = {5},
pages = {756--795},
year = {2021},
url = {https://doi.org/10.1109/JPROC.2021.3052449},
doi = {10.1109/JPROC.2021.3052449},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/RuffKVMSKDM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MillerMH21,
author = {Kai J. Miller and
Klaus{-}Robert M{\"{u}}ller and
Dora Hermes},
title = {Basis profile curve identification to understand electrical stimulation
effects in human brain networks},
journal = {PLoS Comput. Biol.},
volume = {17},
number = {9},
year = {2021},
url = {https://doi.org/10.1371/journal.pcbi.1008710},
doi = {10.1371/JOURNAL.PCBI.1008710},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/MillerMH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/YeomSLBWMS21,
author = {Seul{-}Ki Yeom and
Philipp Seegerer and
Sebastian Lapuschkin and
Alexander Binder and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Pruning by explaining: {A} novel criterion for deep neural network
pruning},
journal = {Pattern Recognit.},
volume = {115},
pages = {107899},
year = {2021},
url = {https://doi.org/10.1016/j.patcog.2021.107899},
doi = {10.1016/J.PATCOG.2021.107899},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/YeomSLBWMS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/SattlerMS21,
author = {Felix Sattler and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Clustered Federated Learning: Model-Agnostic Distributed Multitask
Optimization Under Privacy Constraints},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {32},
number = {8},
pages = {3710--3722},
year = {2021},
url = {https://doi.org/10.1109/TNNLS.2020.3015958},
doi = {10.1109/TNNLS.2020.3015958},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/SattlerMS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LiznerskiRVFKM21,
author = {Philipp Liznerski and
Lukas Ruff and
Robert A. Vandermeulen and
Billy Joe Franks and
Marius Kloft and
Klaus{-}Robert M{\"{u}}ller},
title = {Explainable Deep One-Class Classification},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=A5VV3UyIQz},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/LiznerskiRVFKM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/UnkeBGGSM21,
author = {Oliver T. Unke and
Mihail Bogojeski and
Michael Gastegger and
Mario Geiger and
Tess E. Smidt and
Klaus{-}Robert M{\"{u}}ller},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {SE(3)-equivariant prediction of molecular wavefunctions and electronic
densities},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {14434--14447},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/78f1893678afbeaa90b1fa01b9cfb860-Abstract.html},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/UnkeBGGSM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HashemiGCGMNH21,
author = {Ali Hashemi and
Yijing Gao and
Chang Cai and
Sanjay Ghosh and
Klaus{-}Robert M{\"{u}}ller and
Srikantan S. Nagarajan and
Stefan Haufe},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Efficient hierarchical Bayesian inference for spatio-temporal regression
models in neuroimaging},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {24855--24870},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/d03a857a23b5285736c4d55e0bb067c8-Abstract.html},
timestamp = {Mon, 25 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/HashemiGCGMNH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-00304,
author = {Oliver T. Unke and
Stefan Chmiela and
Michael Gastegger and
Kristof T. Sch{\"{u}}tt and
Huziel E. Sauceda and
Klaus{-}Robert M{\"{u}}ller},
title = {SpookyNet: Learning Force Fields with Electronic Degrees of Freedom
and Nonlocal Effects},
journal = {CoRR},
volume = {abs/2105.00304},
year = {2021},
url = {https://arxiv.org/abs/2105.00304},
eprinttype = {arXiv},
eprint = {2105.00304},
timestamp = {Fri, 14 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-00304.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-11990,
author = {Danny Panknin and
Shinichi Nakajima and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimal Sampling Density for Nonparametric Regression},
journal = {CoRR},
volume = {abs/2105.11990},
year = {2021},
url = {https://arxiv.org/abs/2105.11990},
eprinttype = {arXiv},
eprint = {2105.11990},
timestamp = {Tue, 01 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-11990.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04229,
author = {Huziel E. Sauceda and
Luis E. G{\'{a}}lvez{-}Gonz{\'{a}}lez and
Stefan Chmiela and
Lauro Oliver Paz{-}Borb{\'{o}}n and
Klaus{-}Robert M{\"{u}}ller and
Alexandre Tkatchenko},
title = {{BIGDML:} Towards Exact Machine Learning Force Fields for Materials},
journal = {CoRR},
volume = {abs/2106.04229},
year = {2021},
url = {https://arxiv.org/abs/2106.04229},
eprinttype = {arXiv},
eprint = {2106.04229},
timestamp = {Fri, 11 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-04229.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04923,
author = {L{\'{e}}o And{\'{e}}ol and
Yusei Kawakami and
Yuichiro Wada and
Takafumi Kanamori and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Learning Domain Invariant Representations by Joint Wasserstein Distance
Minimization},
journal = {CoRR},
volume = {abs/2106.04923},
year = {2021},
url = {https://arxiv.org/abs/2106.04923},
eprinttype = {arXiv},
eprint = {2106.04923},
timestamp = {Wed, 16 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-04923.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-13200,
author = {Christopher J. Anders and
David Neumann and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Sebastian Lapuschkin},
title = {Software for Dataset-wide {XAI:} From Local Explanations to Global
Insights with Zennit, CoRelAy, and ViRelAy},
journal = {CoRR},
volume = {abs/2106.13200},
year = {2021},
url = {https://arxiv.org/abs/2106.13200},
eprinttype = {arXiv},
eprint = {2106.13200},
timestamp = {Wed, 30 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-13200.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-13497,
author = {Vignesh Srinivasan and
Nils Strodthoff and
Jackie Ma and
Alexander Binder and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based
Analysis of Diabetic Retinopathy},
journal = {CoRR},
volume = {abs/2106.13497},
year = {2021},
url = {https://arxiv.org/abs/2106.13497},
eprinttype = {arXiv},
eprint = {2106.13497},
timestamp = {Wed, 30 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-13497.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-10346,
author = {Kirill Bykov and
Marina M.{-}C. H{\"{o}}hne and
Adelaida Creosteanu and
Klaus{-}Robert M{\"{u}}ller and
Frederick Klauschen and
Shinichi Nakajima and
Marius Kloft},
title = {Explaining Bayesian Neural Networks},
journal = {CoRR},
volume = {abs/2108.10346},
year = {2021},
url = {https://arxiv.org/abs/2108.10346},
eprinttype = {arXiv},
eprint = {2108.10346},
timestamp = {Fri, 27 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-10346.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-04824,
author = {Niklas W. A. Gebauer and
Michael Gastegger and
Stefaan S. P. Hessmann and
Klaus{-}Robert M{\"{u}}ller and
Kristof T. Sch{\"{u}}tt},
title = {Inverse design of 3d molecular structures with conditional generative
neural networks},
journal = {CoRR},
volume = {abs/2109.04824},
year = {2021},
url = {https://arxiv.org/abs/2109.04824},
eprinttype = {arXiv},
eprint = {2109.04824},
timestamp = {Tue, 21 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-04824.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-01562,
author = {Armin W. Thomas and
Ulman Lindenberger and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Evaluating deep transfer learning for whole-brain cognitive decoding},
journal = {CoRR},
volume = {abs/2111.01562},
year = {2021},
url = {https://arxiv.org/abs/2111.01562},
eprinttype = {arXiv},
eprint = {2111.01562},
timestamp = {Fri, 05 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-01562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-01692,
author = {Ali Hashemi and
Yijing Gao and
Chang Cai and
Sanjay Ghosh and
Klaus{-}Robert M{\"{u}}ller and
Srikantan S. Nagarajan and
Stefan Haufe},
title = {Efficient Hierarchical Bayesian Inference for Spatio-temporal Regression
Models in Neuroimaging},
journal = {CoRR},
volume = {abs/2111.01692},
year = {2021},
url = {https://arxiv.org/abs/2111.01692},
eprinttype = {arXiv},
eprint = {2111.01692},
timestamp = {Fri, 26 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-01692.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-07473,
author = {Rick Wilming and
C{\'{e}}line Budding and
Klaus{-}Robert M{\"{u}}ller and
Stefan Haufe},
title = {Scrutinizing {XAI} using linear ground-truth data with suppressor
variables},
journal = {CoRR},
volume = {abs/2111.07473},
year = {2021},
url = {https://arxiv.org/abs/2111.07473},
eprinttype = {arXiv},
eprint = {2111.07473},
timestamp = {Tue, 16 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-07473.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-11407,
author = {Simon Letzgus and
Patrick Wagner and
Jonas Lederer and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Toward Explainable {AI} for Regression Models},
journal = {CoRR},
volume = {abs/2112.11407},
year = {2021},
url = {https://arxiv.org/abs/2112.11407},
eprinttype = {arXiv},
eprint = {2112.11407},
timestamp = {Thu, 16 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-11407.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/LuhmannLMBY20,
author = {Alexander von L{\"{u}}hmann and
Xinge Li and
Klaus{-}Robert M{\"{u}}ller and
David A. Boas and
Meryem A. Y{\"{u}}cel},
title = {Improved physiological noise regression in fNIRS: {A} multimodal extension
of the General Linear Model using temporally embedded Canonical Correlation
Analysis},
journal = {NeuroImage},
volume = {208},
pages = {116472},
year = {2020},
url = {https://doi.org/10.1016/j.neuroimage.2019.116472},
doi = {10.1016/J.NEUROIMAGE.2019.116472},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/LuhmannLMBY20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/IdajiMNMVN20,
author = {Mina Jamshidi Idaji and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte and
Burkhard Maess and
Arno Villringer and
Vadim V. Nikulin},
title = {Nonlinear interaction decomposition {(NID):} {A} method for separation
of cross-frequency coupled sources in human brain},
journal = {NeuroImage},
volume = {211},
pages = {116599},
year = {2020},
url = {https://doi.org/10.1016/j.neuroimage.2020.116599},
doi = {10.1016/J.NEUROIMAGE.2020.116599},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/IdajiMNMVN20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/SattlerM0N0SSMW20,
author = {Felix Sattler and
Jackie Ma and
Patrick Wagner and
David Neumann and
Markus Wenzel and
Ralf Sch{\"{a}}fer and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {Risk estimation of SARS-CoV-2 transmission from bluetooth low energy
measurements},
journal = {npj Digit. Medicine},
volume = {3},
year = {2020},
url = {https://doi.org/10.1038/s41746-020-00340-0},
doi = {10.1038/S41746-020-00340-0},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npjdm/SattlerM0N0SSMW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/KauffmannMM20,
author = {Jacob R. Kauffmann and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Towards explaining anomalies: {A} deep Taylor decomposition of one-class
models},
journal = {Pattern Recognit.},
volume = {101},
pages = {107198},
year = {2020},
url = {https://doi.org/10.1016/j.patcog.2020.107198},
doi = {10.1016/J.PATCOG.2020.107198},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/KauffmannMM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/scirobotics/MullerL20,
author = {Dong{-}Ok Won and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {An adaptive deep reinforcement learning framework enables curling
robots with human-like performance in real-world conditions},
journal = {Sci. Robotics},
volume = {5},
number = {46},
pages = {9764},
year = {2020},
url = {https://doi.org/10.1126/scirobotics.abb9764},
doi = {10.1126/SCIROBOTICS.ABB9764},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/scirobotics/MullerL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/KretzMSE20,
author = {Tobias Kretz and
Klaus{-}Robert M{\"{u}}ller and
Tobias Schaeffter and
Clemens Elster},
title = {Mammography Image Quality Assurance Using Deep Learning},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {67},
number = {12},
pages = {3317--3326},
year = {2020},
url = {https://doi.org/10.1109/TBME.2020.2983539},
doi = {10.1109/TBME.2020.2983539},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/KretzMSE20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/WiedemannMS20,
author = {Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Compact and Computationally Efficient Representation of Deep Neural
Networks},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {31},
number = {3},
pages = {772--785},
year = {2020},
url = {https://doi.org/10.1109/TNNLS.2019.2910073},
doi = {10.1109/TNNLS.2019.2910073},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/WiedemannMS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/0001NGM20,
author = {Alexander Bauer and
Shinichi Nakajima and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimizing for Measure of Performance in Max-Margin Parsing},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {31},
number = {7},
pages = {2680--2684},
year = {2020},
url = {https://doi.org/10.1109/TNNLS.2019.2934225},
doi = {10.1109/TNNLS.2019.2934225},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/0001NGM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/SattlerWMS20,
author = {Felix Sattler and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Robust and Communication-Efficient Federated Learning From Non-i.i.d.
Data},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {31},
number = {9},
pages = {3400--3413},
year = {2020},
url = {https://doi.org/10.1109/TNNLS.2019.2944481},
doi = {10.1109/TNNLS.2019.2944481},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/SattlerWMS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SrinivasanMSN20,
author = {Vignesh Srinivasan and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Benign Examples: Imperceptible Changes Can Enhance Image Translation
Performance},
booktitle = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
2020, The Thirty-Second Innovative Applications of Artificial Intelligence
Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
February 7-12, 2020},
pages = {5842--5850},
publisher = {{AAAI} Press},
year = {2020},
url = {https://doi.org/10.1609/aaai.v34i04.6042},
doi = {10.1609/AAAI.V34I04.6042},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/SrinivasanMSN20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller20,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Analysing the Changing Brain: Immediate Brain Plasticity After One
Hour of {BCI}},
booktitle = {8th International Winter Conference on Brain-Computer Interface, {BCI}
2020, Gangwon, Korea (South), February 26-28, 2020},
pages = {1--2},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/BCI48061.2020.9061662},
doi = {10.1109/BCI48061.2020.9061662},
timestamp = {Tue, 18 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/Muller20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/SattlerMWS20,
author = {Felix Sattler and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Wojciech Samek},
title = {On the Byzantine Robustness of Clustered Federated Learning},
booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
pages = {8861--8865},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/ICASSP40776.2020.9054676},
doi = {10.1109/ICASSP40776.2020.9054676},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icassp/SattlerMWS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/AjajMCWB20,
author = {Tamer Ajaj and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio and
Thomas Wiegand and
Sebastian Bosse},
title = {EEG-Based Assessment of Perceived Quality in Complex Natural Images},
booktitle = {{IEEE} International Conference on Image Processing, {ICIP} 2020,
Abu Dhabi, United Arab Emirates, October 25-28, 2020},
pages = {136--140},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/ICIP40778.2020.9191277},
doi = {10.1109/ICIP40778.2020.9191277},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icip/AjajMCWB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/RuffVGBMMK20,
author = {Lukas Ruff and
Robert A. Vandermeulen and
Nico G{\"{o}}rnitz and
Alexander Binder and
Emmanuel M{\"{u}}ller and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Deep Semi-Supervised Anomaly Detection},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=HkgH0TEYwH},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/RuffVGBMMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HolzingerGFMMS20,
author = {Andreas Holzinger and
Randy Goebel and
Ruth Fong and
Taesup Moon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Andreas Holzinger and
Randy Goebel and
Ruth Fong and
Taesup Moon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {xxAI - Beyond Explainable Artificial Intelligence},
booktitle = {xxAI - Beyond Explainable {AI} - International Workshop, Held in Conjunction
with {ICML} 2020, July 18, 2020, Vienna, Austria, Revised and Extended
Papers},
series = {Lecture Notes in Computer Science},
volume = {13200},
pages = {3--10},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-031-04083-2\_1},
doi = {10.1007/978-3-031-04083-2\_1},
timestamp = {Fri, 29 Apr 2022 14:50:41 +0200},
biburl = {https://dblp.org/rec/conf/icml/HolzingerGFMMS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MontavonKSM20,
author = {Gr{\'{e}}goire Montavon and
Jacob R. Kauffmann and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
editor = {Andreas Holzinger and
Randy Goebel and
Ruth Fong and
Taesup Moon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Explaining the Predictions of Unsupervised Learning Models},
booktitle = {xxAI - Beyond Explainable {AI} - International Workshop, Held in Conjunction
with {ICML} 2020, July 18, 2020, Vienna, Austria, Revised and Extended
Papers},
series = {Lecture Notes in Computer Science},
volume = {13200},
pages = {117--138},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-031-04083-2\_7},
doi = {10.1007/978-3-031-04083-2\_7},
timestamp = {Wed, 18 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/MontavonKSM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AndersPDMK20,
author = {Christopher J. Anders and
Plamen Pasliev and
Ann{-}Kathrin Dombrowski and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Fairwashing explanations with off-manifold detergent},
booktitle = {Proceedings of the 37th International Conference on Machine Learning,
{ICML} 2020, 13-18 July 2020, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {119},
pages = {314--323},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v119/anders20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/AndersPDMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/qomex/BagdasarianHECM20,
author = {Milena T. Bagdasarian and
Anna Hilsmann and
Peter Eisert and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Sebastian Bosse},
title = {EEG-Based Assessment of Perceived Realness in Stylized Face Images},
booktitle = {Twelfth International Conference on Quality of Multimedia Experience,
QoMEX 2020, Athlone, Ireland, May 26-28, 2020},
pages = {1--4},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/QoMEX48832.2020.9123145},
doi = {10.1109/QOMEX48832.2020.9123145},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/qomex/BagdasarianHECM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/SeegererBSBAJKM20,
author = {Philipp Seegerer and
Alexander Binder and
Ren{\'{e}} Saitenmacher and
Michael Bockmayr and
Maximilian Alber and
Philipp Jurmeister and
Frederick Klauschen and
Klaus{-}Robert M{\"{u}}ller},
title = {Interpretable Deep Neural Network to Predict Estrogen Receptor Status
from Haematoxylin-Eosin Images},
booktitle = {{AI} and {ML} for Digital Pathology},
pages = {16--37},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-50402-1\_2},
doi = {10.1007/978-3-030-50402-1\_2},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/SeegererBSBAJKM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-01768,
author = {Mihail Bogojeski and
Simeon Sauer and
Franziska Horn and
Klaus{-}Robert M{\"{u}}ller},
title = {Forecasting Industrial Aging Processes with Machine Learning Methods},
journal = {CoRR},
volume = {abs/2002.01768},
year = {2020},
url = {https://arxiv.org/abs/2002.01768},
eprinttype = {arXiv},
eprint = {2002.01768},
timestamp = {Mon, 10 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-01768.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-11952,
author = {Philipp Leinen and
Malte Esders and
Kristof T. Sch{\"{u}}tt and
Christian Wagner and
Klaus{-}Robert M{\"{u}}ller and
F. Stefan Tautz},
title = {Autonomous robotic nanofabrication with reinforcement learning},
journal = {CoRR},
volume = {abs/2002.11952},
year = {2020},
url = {https://arxiv.org/abs/2002.11952},
eprinttype = {arXiv},
eprint = {2002.11952},
timestamp = {Tue, 03 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-11952.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-05155,
author = {Stefan Studer and
Thanh Binh Bui and
Christian Drescher and
Alexander Hanuschkin and
Ludwig Winkler and
Steven Peters and
Klaus{-}Robert M{\"{u}}ller},
title = {Towards {CRISP-ML(Q):} {A} Machine Learning Process Model with Quality
Assurance Methodology},
journal = {CoRR},
volume = {abs/2003.05155},
year = {2020},
url = {https://arxiv.org/abs/2003.05155},
eprinttype = {arXiv},
eprint = {2003.05155},
timestamp = {Tue, 17 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-05155.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-05431,
author = {Oliver Eberle and
Jochen B{\"{u}}ttner and
Florian Kr{\"{a}}utli and
Klaus{-}Robert M{\"{u}}ller and
Matteo Valleriani and
Gr{\'{e}}goire Montavon},
title = {Building and Interpreting Deep Similarity Models},
journal = {CoRR},
volume = {abs/2003.05431},
year = {2020},
url = {https://arxiv.org/abs/2003.05431},
eprinttype = {arXiv},
eprint = {2003.05431},
timestamp = {Tue, 17 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-05431.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-07631,
author = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Christopher J. Anders and
Klaus{-}Robert M{\"{u}}ller},
title = {Toward Interpretable Machine Learning: Transparent Deep Neural Networks
and Beyond},
journal = {CoRR},
volume = {abs/2003.07631},
year = {2020},
url = {https://arxiv.org/abs/2003.07631},
eprinttype = {arXiv},
eprint = {2003.07631},
timestamp = {Tue, 24 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-07631.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-09136,
author = {David Lassner and
Anne Baillot and
Sergej Dogadov and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Automatic Identification of Types of Alterations in Historical Manuscripts},
journal = {CoRR},
volume = {abs/2003.09136},
year = {2020},
url = {https://arxiv.org/abs/2003.09136},
eprinttype = {arXiv},
eprint = {2003.09136},
timestamp = {Tue, 24 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-09136.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-11841,
author = {Felix Sattler and
Jackie Ma and
Patrick Wagner and
David Neumann and
Markus Wenzel and
Ralf Sch{\"{a}}fer and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {Risk Estimation of SARS-CoV-2 Transmission from Bluetooth Low Energy
Measurements},
journal = {CoRR},
volume = {abs/2004.11841},
year = {2020},
url = {https://arxiv.org/abs/2004.11841},
eprinttype = {arXiv},
eprint = {2004.11841},
timestamp = {Thu, 16 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-11841.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-00339,
author = {Lukas Ruff and
Robert A. Vandermeulen and
Billy Joe Franks and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Rethinking Assumptions in Deep Anomaly Detection},
journal = {CoRR},
volume = {abs/2006.00339},
year = {2020},
url = {https://arxiv.org/abs/2006.00339},
eprinttype = {arXiv},
eprint = {2006.00339},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-00339.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-03589,
author = {Thomas Schnake and
Oliver Eberle and
Jonas Lederer and
Shinichi Nakajima and
Kristof T. Sch{\"{u}}tt and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {{XAI} for Graphs: Explaining Graph Neural Network Predictions by Identifying
Relevant Walks},
journal = {CoRR},
volume = {abs/2006.03589},
year = {2020},
url = {https://arxiv.org/abs/2006.03589},
eprinttype = {arXiv},
eprint = {2006.03589},
timestamp = {Tue, 09 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-03589.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-09000,
author = {Kirill Bykov and
Marina M.{-}C. H{\"{o}}hne and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima and
Marius Kloft},
title = {How Much Can {I} Trust You? - Quantifying Uncertainties in Explaining
Neural Networks},
journal = {CoRR},
volume = {abs/2006.09000},
year = {2020},
url = {https://arxiv.org/abs/2006.09000},
eprinttype = {arXiv},
eprint = {2006.09000},
timestamp = {Wed, 17 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-09000.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-10609,
author = {Jacob R. Kauffmann and
Lukas Ruff and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
title = {The Clever Hans Effect in Anomaly Detection},
journal = {CoRR},
volume = {abs/2006.10609},
year = {2020},
url = {https://arxiv.org/abs/2006.10609},
eprinttype = {arXiv},
eprint = {2006.10609},
timestamp = {Wed, 05 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-10609.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01760,
author = {Philipp Liznerski and
Lukas Ruff and
Robert A. Vandermeulen and
Billy Joe Franks and
Marius Kloft and
Klaus{-}Robert M{\"{u}}ller},
title = {Explainable Deep One-Class Classification},
journal = {CoRR},
volume = {abs/2007.01760},
year = {2020},
url = {https://arxiv.org/abs/2007.01760},
eprinttype = {arXiv},
eprint = {2007.01760},
timestamp = {Mon, 06 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-01760.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-09969,
author = {Christopher J. Anders and
Plamen Pasliev and
Ann{-}Kathrin Dombrowski and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Fairwashing Explanations with Off-Manifold Detergent},
journal = {CoRR},
volume = {abs/2007.09969},
year = {2020},
url = {https://arxiv.org/abs/2007.09969},
eprinttype = {arXiv},
eprint = {2007.09969},
timestamp = {Tue, 28 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-09969.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-13723,
author = {Vignesh Srinivasan and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Langevin Cooling for Domain Translation},
journal = {CoRR},
volume = {abs/2008.13723},
year = {2020},
url = {https://arxiv.org/abs/2008.13723},
eprinttype = {arXiv},
eprint = {2008.13723},
timestamp = {Wed, 16 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-13723.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-11732,
author = {Lukas Ruff and
Jacob R. Kauffmann and
Robert A. Vandermeulen and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Marius Kloft and
Thomas G. Dietterich and
Klaus{-}Robert M{\"{u}}ller},
title = {A Unifying Review of Deep and Shallow Anomaly Detection},
journal = {CoRR},
volume = {abs/2009.11732},
year = {2020},
url = {https://arxiv.org/abs/2009.11732},
eprinttype = {arXiv},
eprint = {2009.11732},
timestamp = {Wed, 30 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-11732.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-10425,
author = {Ann{-}Kathrin Dombrowski and
Christopher J. Anders and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Towards Robust Explanations for Deep Neural Networks},
journal = {CoRR},
volume = {abs/2012.10425},
year = {2020},
url = {https://arxiv.org/abs/2012.10425},
eprinttype = {arXiv},
eprint = {2012.10425},
timestamp = {Mon, 04 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-10425.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/comcom/SchwenkPM19,
author = {Guido Schwenk and
Ralf Pabst and
Klaus{-}Robert M{\"{u}}ller},
title = {Classification of structured validation data using stateless and stateful
features},
journal = {Comput. Commun.},
volume = {138},
pages = {54--66},
year = {2019},
url = {https://doi.org/10.1016/j.comcom.2019.02.007},
doi = {10.1016/J.COMCOM.2019.02.007},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/comcom/SchwenkPM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cphysics/ChmielaFPMT19,
author = {Stefan Chmiela and
Huziel Enoc Sauceda Felix and
Igor Poltavsky and
Klaus{-}Robert M{\"{u}}ller and
Alexandre Tkatchenko},
title = {sGDML: Constructing accurate and data efficient molecular force fields
using machine learning},
journal = {Comput. Phys. Commun.},
volume = {240},
pages = {38--45},
year = {2019},
url = {https://doi.org/10.1016/j.cpc.2019.02.007},
doi = {10.1016/J.CPC.2019.02.007},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cphysics/ChmielaFPMT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/BosseBMSW19,
author = {Sebastian Bosse and
S{\"{o}}ren Becker and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Thomas Wiegand},
title = {Estimation of distortion sensitivity for visual quality prediction
using a convolutional neural network},
journal = {Digit. Signal Process.},
volume = {91},
pages = {54--65},
year = {2019},
url = {https://doi.org/10.1016/j.dsp.2018.12.005},
doi = {10.1016/J.DSP.2018.12.005},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dsp/BosseBMSW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AlberLSHSMSMDK19,
author = {Maximilian Alber and
Sebastian Lapuschkin and
Philipp Seegerer and
Miriam H{\"{a}}gele and
Kristof T. Sch{\"{u}}tt and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne and
Pieter{-}Jan Kindermans},
title = {iNNvestigate Neural Networks!},
journal = {J. Mach. Learn. Res.},
volume = {20},
pages = {93:1--93:8},
year = {2019},
url = {http://jmlr.org/papers/v20/18-540.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AlberLSHSMSMDK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/ZhouTHM19,
author = {Joey Tianyi Zhou and
Ivor W. Tsang and
Shen{-}Shyang Ho and
Klaus{-}Robert M{\"{u}}ller},
title = {N-ary decomposition for multi-class classification},
journal = {Mach. Learn.},
volume = {108},
number = {5},
pages = {809--830},
year = {2019},
url = {https://doi.org/10.1007/s10994-019-05786-2},
doi = {10.1007/S10994-019-05786-2},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/ZhouTHM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/VidaurreRHGMN19,
author = {Carmen Vidaurre and
Ander Ramos{-}Murguialday and
Stefan Haufe and
Marisol G{\'{o}}mez and
Klaus{-}Robert M{\"{u}}ller and
Vadim V. Nikulin},
title = {Enhancing sensorimotor {BCI} performance with assistive afferent activity:
An online evaluation},
journal = {NeuroImage},
volume = {199},
pages = {375--386},
year = {2019},
url = {https://doi.org/10.1016/j.neuroimage.2019.05.074},
doi = {10.1016/J.NEUROIMAGE.2019.05.074},
timestamp = {Sun, 06 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/VidaurreRHGMN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/LuhmannBMA19,
author = {Alexander von L{\"{u}}hmann and
Zois Boukouvalas and
Klaus{-}Robert M{\"{u}}ller and
T{\"{u}}lay Adali},
title = {A new blind source separation framework for signal analysis and artifact
rejection in functional Near-Infrared Spectroscopy},
journal = {NeuroImage},
volume = {200},
pages = {72--88},
year = {2019},
url = {https://doi.org/10.1016/j.neuroimage.2019.06.021},
doi = {10.1016/J.NEUROIMAGE.2019.06.021},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/LuhmannBMA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/VidaurreNVGBMVN19,
author = {Carmen Vidaurre and
Guido Nolte and
Ingmar E. J. de Vries and
Marisol G{\'{o}}mez and
Tjeerd W. Boonstra and
Klaus{-}Robert M{\"{u}}ller and
Arno Villringer and
Vadim V. Nikulin},
title = {Canonical maximization of coherence: {A} novel tool for investigation
of neuronal interactions between two datasets},
journal = {NeuroImage},
volume = {201},
year = {2019},
url = {https://doi.org/10.1016/j.neuroimage.2019.116009},
doi = {10.1016/J.NEUROIMAGE.2019.116009},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/VidaurreNVGBMVN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/0001NGM19,
author = {Alexander Bauer and
Shinichi Nakajima and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Partial Optimality of Dual Decomposition for {MAP} Inference in Pairwise
MRFs},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {1696--1703},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/bauer19b.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/0001NGM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller19,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Explainable Deep Learning for Analysing Brain Data},
booktitle = {7th International Winter Conference on Brain-Computer Interface, {BCI}
2019, Gangwon, Korea (South), February 18-20, 2019},
pages = {1--2},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/IWW-BCI.2019.8737321},
doi = {10.1109/IWW-BCI.2019.8737321},
timestamp = {Mon, 01 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/Muller19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/blackboxnlp/ArrasOMS19,
author = {Leila Arras and
Ahmed Osman and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Tal Linzen and
Grzegorz Chrupala and
Yonatan Belinkov and
Dieuwke Hupkes},
title = {Evaluating Recurrent Neural Network Explanations},
booktitle = {Proceedings of the 2019 {ACL} Workshop BlackboxNLP: Analyzing and
Interpreting Neural Networks for NLP, BlackboxNLP@ACL 2019, Florence,
Italy, August 1, 2019},
pages = {113--126},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/W19-4813},
doi = {10.18653/V1/W19-4813},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/blackboxnlp/ArrasOMS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/WagnerMZMS19,
author = {Patrick Wagner and
Jakob Paul Morath and
Arturo Zychlinsky and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Rotation Invariant Clustering of 3D Cell Nuclei Shapes},
booktitle = {41st Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2019, Berlin, Germany, July 23-27,
2019},
pages = {6022--6027},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/EMBC.2019.8856734},
doi = {10.1109/EMBC.2019.8856734},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/embc/WagnerMZMS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/SrinivasanKMSN19,
author = {Vignesh Srinivasan and
Ercan E. Kuruoglu and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Black-Box Decision based Adversarial Attack with Symmetric {\(\alpha\)}-stable
Distribution},
booktitle = {27th European Signal Processing Conference, {EUSIPCO} 2019, {A} Coru{\~{n}}a,
Spain, September 2-6, 2019},
pages = {1--5},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.23919/EUSIPCO.2019.8902630},
doi = {10.23919/EUSIPCO.2019.8902630},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/SrinivasanKMSN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/SattlerWMS19,
author = {Felix Sattler and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Sparse Binary Compression: Towards Distributed Deep Learning with
minimal Communication},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2019 Budapest,
Hungary, July 14-19, 2019},
pages = {1--8},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/IJCNN.2019.8852172},
doi = {10.1109/IJCNN.2019.8852172},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/SattlerWMS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/WiedemannMMS19,
author = {Simon Wiedemann and
Arturo Marb{\'{a}}n and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Entropy-Constrained Training of Deep Neural Networks},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2019 Budapest,
Hungary, July 14-19, 2019},
pages = {1--8},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/IJCNN.2019.8852119},
doi = {10.1109/IJCNN.2019.8852119},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/WiedemannMMS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/ThomasMS19,
author = {Armin W. Thomas and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Luping Zhou and
Duygu Sarikaya and
Seyed Mostafa Kia and
Stefanie Speidel and
Anand Malpani and
Daniel A. Hashimoto and
Mohamad Habes and
Tommy L{\"{o}}fstedt and
Kerstin Ritter and
Hongzhi Wang},
title = {Deep Transfer Learning for Whole-Brain {FMRI} Analyses},
booktitle = {{OR} 2.0 Context-Aware Operating Theaters and Machine Learning in
Clinical Neuroimaging - Second International Workshop, {OR} 2.0 2019,
and Second International Workshop, {MLCN} 2019, Held in Conjunction
with {MICCAI} 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11796},
pages = {59--67},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-32695-1\_7},
doi = {10.1007/978-3-030-32695-1\_7},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/miccai/ThomasMS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/BeckerMWB19,
author = {S{\"{o}}ren Becker and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Sebastian Bosse},
title = {A Neural Network Model of Spatial Distortion Sensitivity for Video
Quality Estimation},
booktitle = {29th {IEEE} International Workshop on Machine Learning for Signal
Processing, {MLSP} 2019, Pittsburgh, PA, USA, October 13-16, 2019},
pages = {1--6},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/MLSP.2019.8918899},
doi = {10.1109/MLSP.2019.8918899},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlsp/BeckerMWB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DombrowskiAAAMK19,
author = {Ann{-}Kathrin Dombrowski and
Maximilian Alber and
Christopher J. Anders and
Marcel Ackermann and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Explanations can be manipulated and geometry is to blame},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {13567--13578},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/bb836c01cdc9120a9c984c525e4b1a4a-Abstract.html},
timestamp = {Fri, 30 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/DombrowskiAAAMK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/SamekM19,
author = {Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Towards Explainable Artificial Intelligence},
booktitle = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
pages = {5--22},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6\_1},
doi = {10.1007/978-3-030-28954-6\_1},
timestamp = {Fri, 09 Apr 2021 18:19:01 +0200},
biburl = {https://dblp.org/rec/series/lncs/SamekM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/MontavonBLSM19,
author = {Gr{\'{e}}goire Montavon and
Alexander Binder and
Sebastian Lapuschkin and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Layer-Wise Relevance Propagation: An Overview},
booktitle = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
pages = {193--209},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6\_10},
doi = {10.1007/978-3-030-28954-6\_10},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/lncs/MontavonBLSM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/ArrasAWMGMHS19,
author = {Leila Arras and
Jose A. Arjona{-}Medina and
Michael Widrich and
Gr{\'{e}}goire Montavon and
Michael Gillhofer and
Klaus{-}Robert M{\"{u}}ller and
Sepp Hochreiter and
Wojciech Samek},
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Explaining and Interpreting LSTMs},
booktitle = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
pages = {211--238},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6\_11},
doi = {10.1007/978-3-030-28954-6\_11},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/ArrasAWMGMHS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/AndersMSM19,
author = {Christopher J. Anders and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Understanding Patch-Based Learning of Video Data by Explaining Predictions},
booktitle = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
pages = {297--309},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6\_16},
doi = {10.1007/978-3-030-28954-6\_16},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/lncs/AndersMSM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/SchuttGTM19,
author = {Kristof T. Sch{\"{u}}tt and
Michael Gastegger and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Quantum-Chemical Insights from Interpretable Atomistic Neural Networks},
booktitle = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
pages = {311--330},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6\_17},
doi = {10.1007/978-3-030-28954-6\_17},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/lncs/SchuttGTM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sbece/HubnerKVMT19,
author = {David H{\"{u}}bner and
Pieter{-}Jan Kindermans and
Thibault Verhoeven and
Klaus{-}Robert M{\"{u}}ller and
Michael Tangermann},
editor = {Christoph Guger and
Natalie Mrachacz{-}Kersting and
Brendan Z. Allison},
title = {Rethinking {BCI} Paradigm and Machine Learning Algorithm as a Symbiosis:
Zero Calibration, Guaranteed Convergence and High Decoding Performance},
booktitle = {Brain-Computer Interface Research - {A} State-of-the-Art Summary 7},
series = {Springer Briefs in Electrical and Computer Engineering},
pages = {63--73},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-05668-1\_6},
doi = {10.1007/978-3-030-05668-1\_6},
timestamp = {Thu, 18 Jul 2019 14:00:42 +0200},
biburl = {https://dblp.org/rec/series/sbece/HubnerKVMT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/lncs/11700,
editor = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Andrea Vedaldi and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {Explainable {AI:} Interpreting, Explaining and Visualizing Deep Learning},
series = {Lecture Notes in Computer Science},
volume = {11700},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-28954-6},
doi = {10.1007/978-3-030-28954-6},
isbn = {978-3-030-28953-9},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/11700.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-03136,
author = {Lea Helmers and
Franziska Horn and
Franziska Biegler and
Tim Oppermann and
Klaus{-}Robert M{\"{u}}ller},
title = {Automating the search for a patent's prior art with a full text similarity
search},
journal = {CoRR},
volume = {abs/1901.03136},
year = {2019},
url = {http://arxiv.org/abs/1901.03136},
eprinttype = {arXiv},
eprint = {1901.03136},
timestamp = {Fri, 01 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-03136.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-10178,
author = {Sebastian Lapuschkin and
Stephan W{\"{a}}ldchen and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Unmasking Clever Hans Predictors and Assessing What Machines Really
Learn},
journal = {CoRR},
volume = {abs/1902.10178},
year = {2019},
url = {http://arxiv.org/abs/1902.10178},
eprinttype = {arXiv},
eprint = {1902.10178},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-10178.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-10664,
author = {Danny Panknin and
Shinichi Nakajima and
Thanh Binh Bui and
Klaus{-}Robert M{\"{u}}ller},
title = {Local Bandwidth Estimation via Mixture of Gaussian Processes},
journal = {CoRR},
volume = {abs/1902.10664},
year = {2019},
url = {http://arxiv.org/abs/1902.10664},
eprinttype = {arXiv},
eprint = {1902.10664},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-10664.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-02891,
author = {Felix Sattler and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Robust and Communication-Efficient Federated Learning from Non-IID
Data},
journal = {CoRR},
volume = {abs/1903.02891},
year = {2019},
url = {http://arxiv.org/abs/1903.02891},
eprinttype = {arXiv},
eprint = {1903.02891},
timestamp = {Sun, 31 Mar 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-02891.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-11048,
author = {Kim Nicoli and
Pan Kessel and
Nils Strodthoff and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Comment on "Solving Statistical Mechanics Using VANs": Introducing
saVANt - VANs Enhanced by Importance and {MCMC} Sampling},
journal = {CoRR},
volume = {abs/1903.11048},
year = {2019},
url = {http://arxiv.org/abs/1903.11048},
eprinttype = {arXiv},
eprint = {1903.11048},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-11048.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-05586,
author = {Vignesh Srinivasan and
Ercan E. Kuruoglu and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Black-Box Decision based Adversarial Attack with Symmetric {\(\alpha\)}-stable
Distribution},
journal = {CoRR},
volume = {abs/1904.05586},
year = {2019},
url = {http://arxiv.org/abs/1904.05586},
eprinttype = {arXiv},
eprint = {1904.05586},
timestamp = {Thu, 25 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-05586.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-11829,
author = {Leila Arras and
Ahmed Osman and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Evaluating Recurrent Neural Network Explanations},
journal = {CoRR},
volume = {abs/1904.11829},
year = {2019},
url = {http://arxiv.org/abs/1904.11829},
eprinttype = {arXiv},
eprint = {1904.11829},
timestamp = {Thu, 02 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-11829.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-02694,
author = {Lukas Ruff and
Robert A. Vandermeulen and
Nico G{\"{o}}rnitz and
Alexander Binder and
Emmanuel M{\"{u}}ller and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Deep Semi-Supervised Anomaly Detection},
journal = {CoRR},
volume = {abs/1906.02694},
year = {2019},
url = {http://arxiv.org/abs/1906.02694},
eprinttype = {arXiv},
eprint = {1906.02694},
timestamp = {Thu, 13 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-02694.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-07633,
author = {Jacob R. Kauffmann and
Malte Esders and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {From Clustering to Cluster Explanations via Neural Networks},
journal = {CoRR},
volume = {abs/1906.07633},
year = {2019},
url = {http://arxiv.org/abs/1906.07633},
eprinttype = {arXiv},
eprint = {1906.07633},
timestamp = {Wed, 05 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-07633.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-07983,
author = {Ann{-}Kathrin Dombrowski and
Maximilian Alber and
Christopher J. Anders and
Marcel Ackermann and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Explanations can be manipulated and geometry is to blame},
journal = {CoRR},
volume = {abs/1906.07983},
year = {2019},
url = {http://arxiv.org/abs/1906.07983},
eprinttype = {arXiv},
eprint = {1906.07983},
timestamp = {Fri, 30 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-07983.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-01953,
author = {Armin W. Thomas and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Deep Transfer Learning For Whole-Brain fMRI Analyses},
journal = {CoRR},
volume = {abs/1907.01953},
year = {2019},
url = {http://arxiv.org/abs/1907.01953},
eprinttype = {arXiv},
eprint = {1907.01953},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-01953.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-06943,
author = {Miriam H{\"{a}}gele and
Philipp Seegerer and
Sebastian Lapuschkin and
Michael Bockmayr and
Wojciech Samek and
Frederick Klauschen and
Klaus{-}Robert M{\"{u}}ller and
Alexander Binder},
title = {Resolving challenges in deep learning-based analyses of histopathological
images using explanation methods},
journal = {CoRR},
volume = {abs/1908.06943},
year = {2019},
url = {http://arxiv.org/abs/1908.06943},
eprinttype = {arXiv},
eprint = {1908.06943},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-06943.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12072,
author = {Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Towards Explainable Artificial Intelligence},
journal = {CoRR},
volume = {abs/1909.12072},
year = {2019},
url = {http://arxiv.org/abs/1909.12072},
eprinttype = {arXiv},
eprint = {1909.12072},
timestamp = {Fri, 27 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-12072.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12114,
author = {Leila Arras and
Jose A. Arjona{-}Medina and
Michael Widrich and
Gr{\'{e}}goire Montavon and
Michael Gillhofer and
Klaus{-}Robert M{\"{u}}ller and
Sepp Hochreiter and
Wojciech Samek},
title = {Explaining and Interpreting LSTMs},
journal = {CoRR},
volume = {abs/1909.12114},
year = {2019},
url = {http://arxiv.org/abs/1909.12114},
eprinttype = {arXiv},
eprint = {1909.12114},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-12114.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-01991,
author = {Felix Sattler and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Clustered Federated Learning: Model-Agnostic Distributed Multi-Task
Optimization under Privacy Constraints},
journal = {CoRR},
volume = {abs/1910.01991},
year = {2019},
url = {http://arxiv.org/abs/1910.01991},
eprinttype = {arXiv},
eprint = {1910.01991},
timestamp = {Wed, 09 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-01991.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-13496,
author = {Kim A. Nicoli and
Shinichi Nakajima and
Nils Strodthoff and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Pan Kessel},
title = {Asymptotically Unbiased Generative Neural Sampling},
journal = {CoRR},
volume = {abs/1910.13496},
year = {2019},
url = {http://arxiv.org/abs/1910.13496},
eprinttype = {arXiv},
eprint = {1910.13496},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-13496.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-02792,
author = {Frank No{\'{e}} and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller and
Cecilia Clementi},
title = {Machine learning for molecular simulation},
journal = {CoRR},
volume = {abs/1911.02792},
year = {2019},
url = {http://arxiv.org/abs/1911.02792},
eprinttype = {arXiv},
eprint = {1911.02792},
timestamp = {Mon, 11 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-02792.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-08881,
author = {Seul{-}Ki Yeom and
Philipp Seegerer and
Sebastian Lapuschkin and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Pruning by Explaining: {A} Novel Criterion for Deep Neural Network
Pruning},
journal = {CoRR},
volume = {abs/1912.08881},
year = {2019},
url = {http://arxiv.org/abs/1912.08881},
eprinttype = {arXiv},
eprint = {1912.08881},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-08881.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-11425,
author = {Christopher J. Anders and
Talmaj Marinc and
David Neumann and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Sebastian Lapuschkin},
title = {Analyzing ImageNet with Spectral Relevance Analysis: Towards ImageNet
un-Hans'ed},
journal = {CoRR},
volume = {abs/1912.11425},
year = {2019},
url = {http://arxiv.org/abs/1912.11425},
eprinttype = {arXiv},
eprint = {1912.11425},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-11425.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cim/HubnerVMKT18,
author = {David H{\"{u}}bner and
Thibault Verhoeven and
Klaus{-}Robert M{\"{u}}ller and
Pieter{-}Jan Kindermans and
Michael Tangermann},
title = {Unsupervised Learning for Brain-Computer Interfaces Based on Event-Related
Potentials: Review and Online Comparison [Research Frontier]},
journal = {{IEEE} Comput. Intell. Mag.},
volume = {13},
number = {2},
pages = {66--67},
year = {2018},
url = {https://doi.org/10.1109/MCI.2018.2807039},
doi = {10.1109/MCI.2018.2807039},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cim/HubnerVMKT18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dsp/MontavonSM18,
author = {Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Methods for interpreting and understanding deep neural networks},
journal = {Digit. Signal Process.},
volume = {73},
pages = {1--15},
year = {2018},
url = {https://doi.org/10.1016/j.dsp.2017.10.011},
doi = {10.1016/J.DSP.2017.10.011},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dsp/MontavonSM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jstsp/KaltenstadlerNM18,
author = {Stephan Kaltenstadler and
Shinichi Nakajima and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Wasserstein Stationary Subspace Analysis},
journal = {{IEEE} J. Sel. Top. Signal Process.},
volume = {12},
number = {6},
pages = {1213--1223},
year = {2018},
url = {https://doi.org/10.1109/JSTSP.2018.2873987},
doi = {10.1109/JSTSP.2018.2873987},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jstsp/KaltenstadlerNM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/ShinKMH18,
author = {Jaeyoung Shin and
Do{-}Won Kim and
Klaus{-}Robert M{\"{u}}ller and
Han{-}Jeong Hwang},
title = {Improvement of Information Transfer Rates Using a Hybrid {EEG-NIRS}
Brain-Computer Interface with a Short Trial Length: Offline and Pseudo-Online
Analyses},
journal = {Sensors},
volume = {18},
number = {6},
pages = {1827},
year = {2018},
url = {https://doi.org/10.3390/s18061827},
doi = {10.3390/S18061827},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/ShinKMH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcsv/BosseASPCBMW18,
author = {Sebastian Bosse and
Laura Acqualagna and
Wojciech Samek and
Anne K. Porbadnigk and
Gabriel Curio and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {Assessing Perceived Image Quality Using Steady-State Visual Evoked
Potentials and Spatio-Spectral Decomposition},
journal = {{IEEE} Trans. Circuits Syst. Video Technol.},
volume = {28},
number = {8},
pages = {1694--1706},
year = {2018},
url = {https://doi.org/10.1109/TCSVT.2017.2694807},
doi = {10.1109/TCSVT.2017.2694807},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcsv/BosseASPCBMW18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/BosseMMWS18,
author = {Sebastian Bosse and
Dominique Maniry and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Wojciech Samek},
title = {Deep Neural Networks for No-Reference and Full-Reference Image Quality
Assessment},
journal = {{IEEE} Trans. Image Process.},
volume = {27},
number = {1},
pages = {206--219},
year = {2018},
url = {https://doi.org/10.1109/TIP.2017.2760518},
doi = {10.1109/TIP.2017.2760518},
timestamp = {Sun, 10 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tip/BosseMMWS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/GornitzLVMN18,
author = {Nico G{\"{o}}rnitz and
Luiz Alberto Lima and
Luiz Eduardo Varella and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Transductive Regression for Data With Latent Dependence Structure},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {29},
number = {7},
pages = {2743--2756},
year = {2018},
url = {https://doi.org/10.1109/TNNLS.2017.2700429},
doi = {10.1109/TNNLS.2017.2700429},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/GornitzLVMN18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/GornitzLMKN18,
author = {Nico G{\"{o}}rnitz and
Luiz Alberto Lima and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft and
Shinichi Nakajima},
title = {Support Vector Data Descriptions and k-Means Clustering: One Class?},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {29},
number = {9},
pages = {3994--4006},
year = {2018},
url = {https://doi.org/10.1109/TNNLS.2017.2737941},
doi = {10.1109/TNNLS.2017.2737941},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/GornitzLMKN18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller18,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Towards robust machine learning methods for the analysis of brain
data},
booktitle = {6th International Conference on Brain-Computer Interface, {BCI} 2018,
Gangwon, Korea (South), January 15-17, 2018},
pages = {1--2},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IWW-BCI.2018.8311495},
doi = {10.1109/IWW-BCI.2018.8311495},
timestamp = {Mon, 01 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/Muller18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/ShinLBKMJHM18,
author = {Jaeyoung Shin and
Alexander von L{\"{u}}hmann and
Benjamin Blankertz and
Do{-}Won Kim and
Jan Mehnert and
Jichai Jeong and
Han{-}Jeong Hwang and
Klaus{-}Robert M{\"{u}}ller},
title = {Open access repository for hybrid {EEG-NIRS} data},
booktitle = {6th International Conference on Brain-Computer Interface, {BCI} 2018,
Gangwon, Korea (South), January 15-17, 2018},
pages = {1--4},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IWW-BCI.2018.8311523},
doi = {10.1109/IWW-BCI.2018.8311523},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/ShinLBKMJHM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/YukawaMO18,
author = {Masahiro Yukawa and
Klaus{-}Robert M{\"{u}}ller and
Yuto Ogino},
title = {How are the Centered Kernel Principal Components Relevant to Regression
Task? -An Exact Analysis},
booktitle = {2018 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2018, Calgary, AB, Canada, April 15-20, 2018},
pages = {2841--2845},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/ICASSP.2018.8462392},
doi = {10.1109/ICASSP.2018.8462392},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icassp/YukawaMO18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KindermansSAMEK18,
author = {Pieter{-}Jan Kindermans and
Kristof T. Sch{\"{u}}tt and
Maximilian Alber and
Klaus{-}Robert M{\"{u}}ller and
Dumitru Erhan and
Been Kim and
Sven D{\"{a}}hne},
title = {Learning how to explain neural networks: PatternNet and PatternAttribution},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=Hkn7CBaTW},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/KindermansSAMEK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/WonKKEML18,
author = {Dong{-}Ok Won and
Byung{-}Do Kim and
Ho{-}Jung Kim and
Tae{-}San Eom and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
editor = {J{\'{e}}r{\^{o}}me Lang},
title = {Curly: An AI-based Curling Robot Successfully Competing in the Olympic
Discipline of Curling},
booktitle = {Proceedings of the Twenty-Seventh International Joint Conference on
Artificial Intelligence, {IJCAI} 2018, July 13-19, 2018, Stockholm,
Sweden},
pages = {5883--5885},
publisher = {ijcai.org},
year = {2018},
url = {https://doi.org/10.24963/ijcai.2018/870},
doi = {10.24963/IJCAI.2018/870},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcai/WonKKEML18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-06230,
author = {Jacob R. Kauffmann and
Klaus{-}Robert M{\"{u}}ller and
Gr{\'{e}}goire Montavon},
title = {Towards Explaining Anomalies: {A} Deep Taylor Decomposition of One-Class
Models},
journal = {CoRR},
volume = {abs/1805.06230},
year = {2018},
url = {http://arxiv.org/abs/1805.06230},
eprinttype = {arXiv},
eprint = {1805.06230},
timestamp = {Wed, 05 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-06230.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-08768,
author = {Felix Sattler and
Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Sparse Binary Compression: Towards Distributed Deep Learning with
minimal Communication},
journal = {CoRR},
volume = {abs/1805.08768},
year = {2018},
url = {http://arxiv.org/abs/1805.08768},
eprinttype = {arXiv},
eprint = {1805.08768},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-08768.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-10692,
author = {Simon Wiedemann and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Compact and Computationally Efficient Representation of Deep Neural
Networks},
journal = {CoRR},
volume = {abs/1805.10692},
year = {2018},
url = {http://arxiv.org/abs/1805.10692},
eprinttype = {arXiv},
eprint = {1805.10692},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-10692.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-11178,
author = {Alexander Binder and
Michael Bockmayr and
Miriam H{\"{a}}gele and
Stephan Wienert and
Daniel Heim and
Katharina Hellweg and
Albrecht Stenzinger and
Laura Parlow and
Jan Budczies and
Benjamin Goeppert and
Denise Treue and
Manato Kotani and
Masaru Ishii and
Manfred Dietel and
Andreas Hocke and
Carsten Denkert and
Klaus{-}Robert M{\"{u}}ller and
Frederick Klauschen},
title = {Towards computational fluorescence microscopy: Machine learning-based
integrated prediction of morphological and molecular tumor profiles},
journal = {CoRR},
volume = {abs/1805.11178},
year = {2018},
url = {http://arxiv.org/abs/1805.11178},
eprinttype = {arXiv},
eprint = {1805.11178},
timestamp = {Tue, 17 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-11178.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-12017,
author = {Vignesh Srinivasan and
Arturo Marb{\'{a}}n and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek and
Shinichi Nakajima},
title = {Counterstrike: Defending Deep Learning Architectures Against Adversarial
Samples by Langevin Dynamics with Supervised Denoising Autoencoder},
journal = {CoRR},
volume = {abs/1805.12017},
year = {2018},
url = {http://arxiv.org/abs/1805.12017},
eprinttype = {arXiv},
eprint = {1805.12017},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1805-12017.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-06126,
author = {Hannah Marienwald and
Wikor Pronobis and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Tight Bound of Incremental Cover Trees for Dynamic Diversification},
journal = {CoRR},
volume = {abs/1806.06126},
year = {2018},
url = {http://arxiv.org/abs/1806.06126},
eprinttype = {arXiv},
eprint = {1806.06126},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-06126.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-06926,
author = {Christopher J. Anders and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Understanding Patch-Based Learning by Explaining Predictions},
journal = {CoRR},
volume = {abs/1806.06926},
year = {2018},
url = {http://arxiv.org/abs/1806.06926},
eprinttype = {arXiv},
eprint = {1806.06926},
timestamp = {Mon, 24 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-06926.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-10349,
author = {Kristof T. Sch{\"{u}}tt and
Michael Gastegger and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller},
title = {Quantum-chemical insights from interpretable atomistic neural networks},
journal = {CoRR},
volume = {abs/1806.10349},
year = {2018},
url = {http://arxiv.org/abs/1806.10349},
eprinttype = {arXiv},
eprint = {1806.10349},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-10349.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-11326,
author = {Jacob R. Kauffmann and
Gr{\'{e}}goire Montavon and
Luiz Alberto Lima and
Shinichi Nakajima and
Klaus{-}Robert M{\"{u}}ller and
Nico G{\"{o}}rnitz},
title = {Unsupervised Detection and Explanation of Latent-class Contextual
Anomalies},
journal = {CoRR},
volume = {abs/1806.11326},
year = {2018},
url = {http://arxiv.org/abs/1806.11326},
eprinttype = {arXiv},
eprint = {1806.11326},
timestamp = {Wed, 05 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-11326.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-03418,
author = {S{\"{o}}ren Becker and
Marcel Ackermann and
Sebastian Lapuschkin and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Interpreting and Explaining Deep Neural Networks for Classification
of Audio Signals},
journal = {CoRR},
volume = {abs/1807.03418},
year = {2018},
url = {http://arxiv.org/abs/1807.03418},
eprinttype = {arXiv},
eprint = {1807.03418},
timestamp = {Fri, 30 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-03418.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-04260,
author = {Maximilian Alber and
Sebastian Lapuschkin and
Philipp Seegerer and
Miriam H{\"{a}}gele and
Kristof T. Sch{\"{u}}tt and
Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne and
Pieter{-}Jan Kindermans},
title = {iNNvestigate neural networks!},
journal = {CoRR},
volume = {abs/1808.04260},
year = {2018},
url = {http://arxiv.org/abs/1808.04260},
eprinttype = {arXiv},
eprint = {1808.04260},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-04260.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-04308,
author = {Fabian Horst and
Sebastian Lapuschkin and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Wolfgang Immanuel Sch{\"{o}}llhorn},
title = {What is Unique in Individual Gait Patterns? Understanding and Interpreting
Deep Learning in Gait Analysis},
journal = {CoRR},
volume = {abs/1808.04308},
year = {2018},
url = {http://arxiv.org/abs/1808.04308},
eprinttype = {arXiv},
eprint = {1808.04308},
timestamp = {Thu, 12 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-04308.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-09945,
author = {Armin W. Thomas and
Hauke R. Heekeren and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Interpretable LSTMs For Whole-Brain Neuroimaging Analyses},
journal = {CoRR},
volume = {abs/1810.09945},
year = {2018},
url = {http://arxiv.org/abs/1810.09945},
eprinttype = {arXiv},
eprint = {1810.09945},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-09945.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-04690,
author = {Kristof T. Sch{\"{u}}tt and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning representations of molecules and materials with atomistic
neural networks},
journal = {CoRR},
volume = {abs/1812.04690},
year = {2018},
url = {http://arxiv.org/abs/1812.04690},
eprinttype = {arXiv},
eprint = {1812.04690},
timestamp = {Thu, 03 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-04690.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-07520,
author = {Simon Wiedemann and
Arturo Marb{\'{a}}n and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Entropy-Constrained Training of Deep Neural Networks},
journal = {CoRR},
volume = {abs/1812.07520},
year = {2018},
url = {http://arxiv.org/abs/1812.07520},
eprinttype = {arXiv},
eprint = {1812.07520},
timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-07520.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/gandc/LimaGVVMN17,
author = {Luiz Alberto Lima and
Nico G{\"{o}}rnitz and
Luiz Eduardo Varella and
Marley M. B. R. Vellasco and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Porosity estimation by semi-supervised learning with sparsely available
labeled samples},
journal = {Comput. Geosci.},
volume = {106},
pages = {33--48},
year = {2017},
url = {https://doi.org/10.1016/j.cageo.2017.05.004},
doi = {10.1016/J.CAGEO.2017.05.004},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/gandc/LimaGVVMN17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LiuTM17,
author = {Weiwei Liu and
Ivor W. Tsang and
Klaus{-}Robert M{\"{u}}ller},
title = {An Easy-to-hard Learning Paradigm for Multiple Classes and Multiple
Labels},
journal = {J. Mach. Learn. Res.},
volume = {18},
pages = {94:1--94:38},
year = {2017},
url = {http://jmlr.org/papers/v18/16-212.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LiuTM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/MontavonLBSM17,
author = {Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Alexander Binder and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Explaining nonlinear classification decisions with deep Taylor decomposition},
journal = {Pattern Recognit.},
volume = {65},
pages = {211--222},
year = {2017},
url = {https://doi.org/10.1016/j.patcog.2016.11.008},
doi = {10.1016/J.PATCOG.2016.11.008},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/MontavonLBSM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/LuhmannWSM17,
author = {Alexander von L{\"{u}}hmann and
Heidrun Wabnitz and
Tilmann Heinrich Sander and
Klaus{-}Robert M{\"{u}}ller},
title = {{M3BA:} {A} Mobile, Modular, Multimodal Biosignal Acquisition Architecture
for Miniaturized EEG-NIRS-Based Hybrid {BCI} and Monitoring},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {64},
number = {6},
pages = {1199--1210},
year = {2017},
url = {https://doi.org/10.1109/TBME.2016.2594127},
doi = {10.1109/TBME.2016.2594127},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/LuhmannWSM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/BauerBM17,
author = {Alexander Bauer and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller},
title = {Accurate Maximum-Margin Training for Parsing With Context-Free Grammars},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {1},
pages = {44--56},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2015.2497149},
doi = {10.1109/TNNLS.2015.2497149},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/BauerBM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/BauerNM17,
author = {Alexander Bauer and
Shinichi Nakajima and
Klaus{-}Robert M{\"{u}}ller},
title = {Efficient Exact Inference With Loss Augmented Objective in Structured
Learning},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {11},
pages = {2566--2579},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2016.2598721},
doi = {10.1109/TNNLS.2016.2598721},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/BauerNM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/SamekBMLM17,
author = {Wojciech Samek and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Klaus{-}Robert M{\"{u}}ller},
title = {Evaluating the Visualization of What a Deep Neural Network Has Learned},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {28},
number = {11},
pages = {2660--2673},
year = {2017},
url = {https://doi.org/10.1109/TNNLS.2016.2599820},
doi = {10.1109/TNNLS.2016.2599820},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/SamekBMLM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/apsipa/ShinMH17,
author = {Jaeyoung Shin and
Klaus{-}Robert M{\"{u}}ller and
Han{-}Jeong Hwang},
title = {Hybrid {EEG-NIRS} brain-computer interface under eyes-closed condition},
booktitle = {2017 Asia-Pacific Signal and Information Processing Association Annual
Summit and Conference, {APSIPA} {ASC} 2017, Kuala Lumpur, Malaysia,
December 12-15, 2017},
pages = {721--723},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/APSIPA.2017.8282127},
doi = {10.1109/APSIPA.2017.8282127},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/apsipa/ShinMH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/LeeM17,
author = {Seong{-}Whan Lee and
Klaus{-}Robert M{\"{u}}ller},
title = {Welcome message from the general chairs},
booktitle = {5th International Winter Conference on Brain-Computer Interface, {BCI}
2017, Gangwon Province, South Korea, January 9-11, 2017},
pages = {1},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IWW-BCI.2017.7858139},
doi = {10.1109/IWW-BCI.2017.7858139},
timestamp = {Thu, 24 Mar 2022 08:27:14 +0100},
biburl = {https://dblp.org/rec/conf/bci3/LeeM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/WonHML17,
author = {Dong{-}Ok Won and
Han{-}Jeong Hwang and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {Shifting stimuli for brain computer interface based on rapid serial
visual presentation},
booktitle = {5th International Winter Conference on Brain-Computer Interface, {BCI}
2017, Gangwon Province, South Korea, January 9-11, 2017},
pages = {40--41},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IWW-BCI.2017.7858152},
doi = {10.1109/IWW-BCI.2017.7858152},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/WonHML17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller17,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {From measurement to machine learning: Towards analysing cognition},
booktitle = {5th International Winter Conference on Brain-Computer Interface, {BCI}
2017, Gangwon Province, South Korea, January 9-11, 2017},
pages = {53--54},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IWW-BCI.2017.7858157},
doi = {10.1109/IWW-BCI.2017.7858157},
timestamp = {Mon, 01 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/Muller17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/KohSMB17,
author = {Jing Yu Koh and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Alexander Binder},
editor = {Volker Roth and
Thomas Vetter},
title = {Object Boundary Detection and Classification with Image-Level Labels},
booktitle = {Pattern Recognition - 39th German Conference, {GCPR} 2017, Basel,
Switzerland, September 12-15, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10496},
pages = {153--164},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-66709-6\_13},
doi = {10.1007/978-3-319-66709-6\_13},
timestamp = {Mon, 26 Jun 2023 20:48:30 +0200},
biburl = {https://dblp.org/rec/conf/dagm/KohSMB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/LuhmannM17,
author = {Alexander von L{\"{u}}hmann and
Klaus{-}Robert M{\"{u}}ller},
title = {Why build an integrated EEG-NIRS? About the advantages of hybrid bio-acquisition
hardware},
booktitle = {2017 39th Annual International Conference of the {IEEE} Engineering
in Medicine and Biology Society (EMBC), Jeju Island, South Korea,
July 11-15, 2017},
pages = {4475--4478},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/EMBC.2017.8037850},
doi = {10.1109/EMBC.2017.8037850},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/LuhmannM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gbcic/KublerMG17,
author = {Andrea K{\"{u}}bler and
Klaus{-}Robert M{\"{u}}ller and
Cuntai Guan},
editor = {Gernot R. M{\"{u}}ller{-}Putz and
David Steyrl and
Selina C. Wriessnegger and
Reinhold Scherer},
title = {The {P300} {BCI:} on its Way to End-Users?},
booktitle = {From Vision to Reality - Proceedings of the 7th Graz Brain-Computer
Interface Conference, {GBCIC} 2017, Graz, Steiermark, Austria, September
18-22, 2017},
publisher = {Verlag der Technischen Universitaet Graz},
year = {2017},
url = {https://doi.org/10.3217/978-3-85125-533-1-49},
doi = {10.3217/978-3-85125-533-1-49},
timestamp = {Mon, 15 Mar 2021 09:34:58 +0100},
biburl = {https://dblp.org/rec/conf/gbcic/KublerMG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gbcic/LuhmannSBM17,
author = {Alexander von L{\"{u}}hmann and
Surjo R. Soekadar and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gernot R. M{\"{u}}ller{-}Putz and
David Steyrl and
Selina C. Wriessnegger and
Reinhold Scherer},
title = {Headgear for Mobile Neurotechnology: looking into Alternatives for
{EEG} and {NIRS} probes},
booktitle = {From Vision to Reality - Proceedings of the 7th Graz Brain-Computer
Interface Conference, {GBCIC} 2017, Graz, Steiermark, Austria, September
18-22, 2017},
publisher = {Verlag der Technischen Universitaet Graz},
year = {2017},
url = {https://doi.org/10.3217/978-3-85125-533-1-92},
doi = {10.3217/978-3-85125-533-1-92},
timestamp = {Mon, 01 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gbcic/LuhmannSBM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gbcic/WonHML17,
author = {Dong{-}Ok Won and
Han{-}Jeong Hwang and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
editor = {Gernot R. M{\"{u}}ller{-}Putz and
David Steyrl and
Selina C. Wriessnegger and
Reinhold Scherer},
title = {Improving Classification Performance of a brain-Computer Interface
System based on Rapid Serial Visual Presentation by Shifting stimuli},
booktitle = {From Vision to Reality - Proceedings of the 7th Graz Brain-Computer
Interface Conference, {GBCIC} 2017, Graz, Steiermark, Austria, September
18-22, 2017},
publisher = {Verlag der Technischen Universitaet Graz},
year = {2017},
url = {https://doi.org/10.3217/978-3-85125-533-1-94},
doi = {10.3217/978-3-85125-533-1-94},
timestamp = {Mon, 01 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/gbcic/WonHML17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/SrinivasanLHMS17,
author = {Vignesh Srinivasan and
Sebastian Lapuschkin and
Cornelius Hellge and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Interpretable human action recognition in compressed domain},
booktitle = {2017 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2017, New Orleans, LA, USA, March 5-9, 2017},
pages = {1692--1696},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/ICASSP.2017.7952445},
doi = {10.1109/ICASSP.2017.7952445},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icassp/SrinivasanLHMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccvw/SamekBLM17,
author = {Wojciech Samek and
Alexander Binder and
Sebastian Lapuschkin and
Klaus{-}Robert M{\"{u}}ller},
title = {Understanding and Comparing Deep Neural Networks for Age and Gender
Classification},
booktitle = {2017 {IEEE} International Conference on Computer Vision Workshops,
{ICCV} Workshops 2017, Venice, Italy, October 22-29, 2017},
pages = {1629--1638},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/ICCVW.2017.191},
doi = {10.1109/ICCVW.2017.191},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccvw/SamekBLM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HonerNBMG17,
author = {J{\'{a}}nos H{\"{o}}ner and
Shinichi Nakajima and
Alexander Bauer and
Klaus{-}Robert M{\"{u}}ller and
Nico G{\"{o}}rnitz},
editor = {Doina Precup and
Yee Whye Teh},
title = {Minimizing Trust Leaks for Robust Sybil Detection},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {1520--1528},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/honer17a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/HonerNBMG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwssip/HelleSWM17,
author = {Philipp Helle and
Heiko Schwarz and
Thomas Wiegand and
Klaus{-}Robert M{\"{u}}ller},
title = {Reinforcement learning for video encoder control in {HEVC}},
booktitle = {International Conference on Systems, Signals and Image Processing,
{IWSSIP} 2017, Pozna{\'{n}}, Poland, May 22-24, 2017},
pages = {1--5},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IWSSIP.2017.7965586},
doi = {10.1109/IWSSIP.2017.7965586},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwssip/HelleSWM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SchuttKFCTM17,
author = {Kristof Sch{\"{u}}tt and
Pieter{-}Jan Kindermans and
Huziel Enoc Sauceda Felix and
Stefan Chmiela and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {SchNet: {A} continuous-filter convolutional neural network for modeling
quantum interactions},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {991--1001},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/303ed4c69846ab36c2904d3ba8573050-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/SchuttKFCTM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AlberKSMS17,
author = {Maximilian Alber and
Pieter{-}Jan Kindermans and
Kristof Sch{\"{u}}tt and
Klaus{-}Robert M{\"{u}}ller and
Fei Sha},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {An Empirical Study on The Properties of Random Bases for Kernel Methods},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {2763--2774},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/92af93f73faf3cefc129b6bc55a748a9-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AlberKSMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wassa/ArrasMMS17,
author = {Leila Arras and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Alexandra Balahur and
Saif M. Mohammad and
Erik van der Goot},
title = {Explaining Recurrent Neural Network Predictions in Sentiment Analysis},
booktitle = {Proceedings of the 8th Workshop on Computational Approaches to Subjectivity,
Sentiment and Social Media Analysis, WASSA@EMNLP 2017, Copenhagen,
Denmark, September 8, 2017},
pages = {159--168},
publisher = {Association for Computational Linguistics},
year = {2017},
url = {https://doi.org/10.18653/v1/w17-5221},
doi = {10.18653/V1/W17-5221},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wassa/ArrasMMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HubnerVSMTK17,
author = {David H{\"{u}}bner and
Thibault Verhoeven and
Konstantin Schmid and
Klaus{-}Robert M{\"{u}}ller and
Michael Tangermann and
Pieter{-}Jan Kindermans},
title = {Learning from Label Proportions in Brain-Computer Interfaces: Online
Unsupervised Learning with Guarantees},
journal = {CoRR},
volume = {abs/1701.07213},
year = {2017},
url = {http://arxiv.org/abs/1701.07213},
eprinttype = {arXiv},
eprint = {1701.07213},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HubnerVSMTK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HornM17,
author = {Franziska Horn and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning similarity preserving representations with neural similarity
encoders},
journal = {CoRR},
volume = {abs/1702.01824},
year = {2017},
url = {http://arxiv.org/abs/1702.01824},
eprinttype = {arXiv},
eprint = {1702.01824},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HornM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KindermansSAMD17,
author = {Pieter{-}Jan Kindermans and
Kristof T. Sch{\"{u}}tt and
Maximilian Alber and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne},
title = {PatternNet and PatternLRP - Improving the interpretability of neural
networks},
journal = {CoRR},
volume = {abs/1705.05598},
year = {2017},
url = {http://arxiv.org/abs/1705.05598},
eprinttype = {arXiv},
eprint = {1705.05598},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KindermansSAMD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArrasMMS17,
author = {Leila Arras and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Explaining Recurrent Neural Network Predictions in Sentiment Analysis},
journal = {CoRR},
volume = {abs/1706.07206},
year = {2017},
url = {http://arxiv.org/abs/1706.07206},
eprinttype = {arXiv},
eprint = {1706.07206},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ArrasMMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MontavonSM17,
author = {Gr{\'{e}}goire Montavon and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Methods for Interpreting and Understanding Deep Neural Networks},
journal = {CoRR},
volume = {abs/1706.07979},
year = {2017},
url = {http://arxiv.org/abs/1706.07979},
eprinttype = {arXiv},
eprint = {1706.07979},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MontavonSM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HornAMMS17,
author = {Franziska Horn and
Leila Arras and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Exploring text datasets by visualizing relevant words},
journal = {CoRR},
volume = {abs/1707.05261},
year = {2017},
url = {http://arxiv.org/abs/1707.05261},
eprinttype = {arXiv},
eprint = {1707.05261},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HornAMMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HornAMMS17a,
author = {Franziska Horn and
Leila Arras and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Discovering topics in text datasets by visualizing relevant words},
journal = {CoRR},
volume = {abs/1707.06100},
year = {2017},
url = {http://arxiv.org/abs/1707.06100},
eprinttype = {arXiv},
eprint = {1707.06100},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HornAMMS17a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-03314,
author = {Alexander Bauer and
Shinichi Nakajima and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller},
title = {Partial Optimality of Dual Decomposition for {MAP} Inference in Pairwise
MRFs},
journal = {CoRR},
volume = {abs/1708.03314},
year = {2017},
url = {http://arxiv.org/abs/1708.03314},
eprinttype = {arXiv},
eprint = {1708.03314},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-03314.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-07689,
author = {Sebastian Lapuschkin and
Alexander Binder and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Understanding and Comparing Deep Neural Networks for Age and Gender
Classification},
journal = {CoRR},
volume = {abs/1708.07689},
year = {2017},
url = {http://arxiv.org/abs/1708.07689},
eprinttype = {arXiv},
eprint = {1708.07689},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-07689.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-08296,
author = {Wojciech Samek and
Thomas Wiegand and
Klaus{-}Robert M{\"{u}}ller},
title = {Explainable Artificial Intelligence: Understanding, Visualizing and
Interpreting Deep Learning Models},
journal = {CoRR},
volume = {abs/1708.08296},
year = {2017},
url = {http://arxiv.org/abs/1708.08296},
eprinttype = {arXiv},
eprint = {1708.08296},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-08296.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-01562,
author = {Alexander Bauer and
Shinichi Nakajima and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimizing for Measure of Performance in Max-Margin Parsing},
journal = {CoRR},
volume = {abs/1709.01562},
year = {2017},
url = {http://arxiv.org/abs/1709.01562},
eprinttype = {arXiv},
eprint = {1709.01562},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1709-01562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LapuschkinBMMS16,
author = {Sebastian Lapuschkin and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {The {LRP} Toolbox for Artificial Neural Networks},
journal = {J. Mach. Learn. Res.},
volume = {17},
pages = {114:1--114:5},
year = {2016},
url = {http://jmlr.org/papers/v17/15-618.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LapuschkinBMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HohneBHMB16,
author = {Johannes H{\"{o}}hne and
Daniel Bartz and
Martin N. Hebart and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Analyzing neuroimaging data with subclasses: {A} shrinkage approach},
journal = {NeuroImage},
volume = {124},
pages = {740--751},
year = {2016},
url = {https://doi.org/10.1016/j.neuroimage.2015.09.031},
doi = {10.1016/J.NEUROIMAGE.2015.09.031},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/HohneBHMB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/TrederPAMB16,
author = {Matthias Sebastian Treder and
Anne K. Porbadnigk and
Forooz Shahbazi Avarvand and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {The {LDA} beamformer: Optimal estimation of {ERP} source time series
using linear discriminant analysis},
journal = {NeuroImage},
volume = {129},
pages = {279--291},
year = {2016},
url = {https://doi.org/10.1016/j.neuroimage.2016.01.019},
doi = {10.1016/J.NEUROIMAGE.2016.01.019},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/TrederPAMB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/SamekBCMBN16,
author = {Wojciech Samek and
Duncan A. J. Blythe and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz and
Vadim V. Nikulin},
title = {Multiscale temporal neural dynamics predict performance in a complex
sensorimotor task},
journal = {NeuroImage},
volume = {141},
pages = {291--303},
year = {2016},
url = {https://doi.org/10.1016/j.neuroimage.2016.06.056},
doi = {10.1016/J.NEUROIMAGE.2016.06.056},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/SamekBCMBN16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spl/YukawaM16,
author = {Masahiro Yukawa and
Klaus{-}Robert M{\"{u}}ller},
title = {Why Does a Hilbertian Metric Work Efficiently in Online Learning With
Kernels?},
journal = {{IEEE} Signal Process. Lett.},
volume = {23},
number = {10},
pages = {1424--1428},
year = {2016},
url = {https://doi.org/10.1109/LSP.2016.2598615},
doi = {10.1109/LSP.2016.2598615},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spl/YukawaM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/WinklerPBMH16,
author = {Irene Winkler and
Danny Panknin and
Daniel Bartz and
Klaus{-}Robert M{\"{u}}ller and
Stefan Haufe},
title = {Validity of Time Reversal for Testing Granger Causality},
journal = {{IEEE} Trans. Signal Process.},
volume = {64},
number = {11},
pages = {2746--2760},
year = {2016},
url = {https://doi.org/10.1109/TSP.2016.2531628},
doi = {10.1109/TSP.2016.2531628},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsp/WinklerPBMH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller16,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Machine learning for {BCI:} towards analysing cognition},
booktitle = {4th International Winter Conference on Brain-Computer Interface, {BCI}
2016, Gangwon Province, South Korea, February 22-24, 2016},
pages = {1--2},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/IWW-BCI.2016.7457453},
doi = {10.1109/IWW-BCI.2016.7457453},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/Muller16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/LapuschkinBMMS16,
author = {Sebastian Lapuschkin and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Analyzing Classifiers: Fisher Vectors and Deep Neural Networks},
booktitle = {2016 {IEEE} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2016, Las Vegas, NV, USA, June 27-30, 2016},
pages = {2912--2920},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/CVPR.2016.318},
doi = {10.1109/CVPR.2016.318},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/LapuschkinBMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/ArbabzadahMMS16,
author = {Farhad Arbabzadah and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Bodo Rosenhahn and
Bjoern Andres},
title = {Identifying Individual Facial Expressions by Deconstructing a Neural
Network},
booktitle = {Pattern Recognition - 38th German Conference, {GCPR} 2016, Hannover,
Germany, September 12-15, 2016, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9796},
pages = {344--354},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-45886-1\_28},
doi = {10.1007/978-3-319-45886-1\_28},
timestamp = {Mon, 26 Jun 2023 20:48:30 +0200},
biburl = {https://dblp.org/rec/conf/dagm/ArbabzadahMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/TakeuchiYM16,
author = {Airi Takeuchi and
Masahiro Yukawa and
Klaus{-}Robert M{\"{u}}ller},
title = {A better metric in kernel adaptive filtering},
booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest,
Hungary, August 29 - September 2, 2016},
pages = {1578--1582},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/EUSIPCO.2016.7760514},
doi = {10.1109/EUSIPCO.2016.7760514},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/TakeuchiYM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/BinderMLMS16,
author = {Alexander Binder and
Gr{\'{e}}goire Montavon and
Sebastian Lapuschkin and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Alessandro E. P. Villa and
Paolo Masulli and
Antonio Javier Pons Rivero},
title = {Layer-Wise Relevance Propagation for Neural Networks with Local Renormalization
Layers},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2016 - 25th
International Conference on Artificial Neural Networks, Barcelona,
Spain, September 6-9, 2016, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {9887},
pages = {63--71},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-44781-0\_8},
doi = {10.1007/978-3-319-44781-0\_8},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/BinderMLMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/BachBMS16,
author = {Sebastian Bach and
Alexander Binder and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Controlling explanatory heatmap resolution and semantics via decomposition
depth},
booktitle = {2016 {IEEE} International Conference on Image Processing, {ICIP} 2016,
Phoenix, AZ, USA, September 25-28, 2016},
pages = {2271--2275},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/ICIP.2016.7532763},
doi = {10.1109/ICIP.2016.7532763},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/BachBMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MontavonMC16,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Marco Cuturi},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Wasserstein Training of Restricted Boltzmann Machines},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {3711--3719},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/728f206c2a01bf572b5940d7d9a8fa4c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MontavonMC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pcs/BosseMMWS16,
author = {Sebastian Bosse and
Dominique Maniry and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Wojciech Samek},
title = {Neural network-based full-reference image quality assessment},
booktitle = {2016 Picture Coding Symposium, {PCS} 2016, Nuremberg, Germany, December
4-7, 2016},
pages = {1--5},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PCS.2016.7906376},
doi = {10.1109/PCS.2016.7906376},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/pcs/BosseMMWS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pcs/De-Luxan-Hernandez16,
author = {Santiago De{-}Lux{\'{a}}n{-}Hern{\'{a}}ndez and
Detlev Marpe and
Heiko Schwarz and
Klaus{-}Robert M{\"{u}}ller and
Mathias Wien and
Jens{-}Rainer Ohm and
Thomas Wiegand},
title = {Block adaptive selection of multiple core transforms for video coding},
booktitle = {2016 Picture Coding Symposium, {PCS} 2016, Nuremberg, Germany, December
4-7, 2016},
pages = {1--5},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PCS.2016.7906349},
doi = {10.1109/PCS.2016.7906349},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pcs/De-Luxan-Hernandez16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rep4nlp/ArrasHMMS16,
author = {Leila Arras and
Franziska Horn and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
editor = {Phil Blunsom and
Kyunghyun Cho and
Shay B. Cohen and
Edward Grefenstette and
Karl Moritz Hermann and
Laura Rimell and
Jason Weston and
Scott Wen{-}tau Yih},
title = {Explaining Predictions of Non-Linear Classifiers in {NLP}},
booktitle = {Proceedings of the 1st Workshop on Representation Learning for NLP,
Rep4NLP@ACL 2016, Berlin, Germany, August 11, 2016},
pages = {1--7},
publisher = {Association for Computational Linguistics},
year = {2016},
url = {https://doi.org/10.18653/v1/W16-1601},
doi = {10.18653/V1/W16-1601},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rep4nlp/ArrasHMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/smc/BosseMWS16,
author = {Sebastian Bosse and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Wojciech Samek},
title = {Brain-Computer Interfacing for multimedia quality assessment},
booktitle = {2016 {IEEE} International Conference on Systems, Man, and Cybernetics,
{SMC} 2016, Budapest, Hungary, October 9-12, 2016},
pages = {2834--2839},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/SMC.2016.7844669},
doi = {10.1109/SMC.2016.7844669},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/smc/BosseMWS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/smc/BrandlMS16,
author = {Stephanie Brandl and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Alternative {CSP} approaches for multimodal distributed {BCI} data},
booktitle = {2016 {IEEE} International Conference on Systems, Man, and Cybernetics,
{SMC} 2016, Budapest, Hungary, October 9-12, 2016},
pages = {3742--3747},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/SMC.2016.7844816},
doi = {10.1109/SMC.2016.7844816},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/smc/BrandlMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZhouTHM16,
author = {Joey Tianyi Zhou and
Ivor W. Tsang and
Shen{-}Shyang Ho and
Klaus{-}Robert M{\"{u}}ller},
title = {N-ary Error Correcting Coding Scheme},
journal = {CoRR},
volume = {abs/1603.05850},
year = {2016},
url = {http://arxiv.org/abs/1603.05850},
eprinttype = {arXiv},
eprint = {1603.05850},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ZhouTHM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BachBMS16,
author = {Sebastian Bach and
Alexander Binder and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Controlling Explanatory Heatmap Resolution and Semantics via Decomposition
Depth},
journal = {CoRR},
volume = {abs/1603.06463},
year = {2016},
url = {http://arxiv.org/abs/1603.06463},
eprinttype = {arXiv},
eprint = {1603.06463},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BachBMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BinderMBMS16,
author = {Alexander Binder and
Gr{\'{e}}goire Montavon and
Sebastian Bach and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Layer-wise Relevance Propagation for Neural Networks with Local Renormalization
Layers},
journal = {CoRR},
volume = {abs/1604.00825},
year = {2016},
url = {http://arxiv.org/abs/1604.00825},
eprinttype = {arXiv},
eprint = {1604.00825},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BinderMBMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SturmBSM16,
author = {Irene Sturm and
Sebastian Bach and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Interpretable Deep Neural Networks for Single-Trial {EEG} Classification},
journal = {CoRR},
volume = {abs/1604.08201},
year = {2016},
url = {http://arxiv.org/abs/1604.08201},
eprinttype = {arXiv},
eprint = {1604.08201},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SturmBSM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArbabzadahMMS16,
author = {Farhad Arbabzadah and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Identifying individual facial expressions by deconstructing a neural
network},
journal = {CoRR},
volume = {abs/1606.07285},
year = {2016},
url = {http://arxiv.org/abs/1606.07285},
eprinttype = {arXiv},
eprint = {1606.07285},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ArbabzadahMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArrasHMMS16,
author = {Leila Arras and
Franziska Horn and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Explaining Predictions of Non-Linear Classifiers in {NLP}},
journal = {CoRR},
volume = {abs/1606.07298},
year = {2016},
url = {http://arxiv.org/abs/1606.07298},
eprinttype = {arXiv},
eprint = {1606.07298},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ArrasHMMS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KohSMB16,
author = {Jing Yu Koh and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Alexander Binder},
title = {Zero Shot Learning for Semantic Boundary Detection - How Far Can We
Get?},
journal = {CoRR},
volume = {abs/1606.09187},
year = {2016},
url = {http://arxiv.org/abs/1606.09187},
eprinttype = {arXiv},
eprint = {1606.09187},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KohSMB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BalazevicBM16,
author = {Ivana Balazevic and
Mikio Ludwig Braun and
Klaus{-}Robert M{\"{u}}ller},
title = {Language Detection For Short Text Messages In Social Media},
journal = {CoRR},
volume = {abs/1608.08515},
year = {2016},
url = {http://arxiv.org/abs/1608.08515},
eprinttype = {arXiv},
eprint = {1608.08515},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BalazevicBM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BrockherdeLBM16,
author = {Felix Brockherde and
Li Li and
Kieron Burke and
Klaus{-}Robert M{\"{u}}ller},
title = {By-passing the Kohn-Sham equations with machine learning},
journal = {CoRR},
volume = {abs/1609.02815},
year = {2016},
url = {http://arxiv.org/abs/1609.02815},
eprinttype = {arXiv},
eprint = {1609.02815},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BrockherdeLBM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PronobisPKSSMKM16,
author = {Wikor Pronobis and
Danny Panknin and
Johannes Kirschnick and
Vignesh Srinivasan and
Wojciech Samek and
Volker Markl and
Manohar Kaul and
Klaus{-}Robert M{\"{u}}ller and
Shinichi Nakajima},
title = {Sharing Hash Codes for Multiple Purposes},
journal = {CoRR},
volume = {abs/1609.03219},
year = {2016},
url = {http://arxiv.org/abs/1609.03219},
eprinttype = {arXiv},
eprint = {1609.03219},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PronobisPKSSMKM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KindermansSMD16,
author = {Pieter{-}Jan Kindermans and
Kristof Sch{\"{u}}tt and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne},
title = {Investigating the influence of noise and distractors on the interpretation
of neural networks},
journal = {CoRR},
volume = {abs/1611.07270},
year = {2016},
url = {http://arxiv.org/abs/1611.07270},
eprinttype = {arXiv},
eprint = {1611.07270},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KindermansSMD16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/VidovicGMK16,
author = {Marina M.{-}C. Vidovic and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Feature Importance Measure for Non-linear Learning Algorithms},
journal = {CoRR},
volume = {abs/1611.07567},
year = {2016},
url = {http://arxiv.org/abs/1611.07567},
eprinttype = {arXiv},
eprint = {1611.07567},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/VidovicGMK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SamekMBLM16,
author = {Wojciech Samek and
Gr{\'{e}}goire Montavon and
Alexander Binder and
Sebastian Lapuschkin and
Klaus{-}Robert M{\"{u}}ller},
title = {Interpreting the Predictions of Complex {ML} Models by Layer-wise
Relevance Propagation},
journal = {CoRR},
volume = {abs/1611.08191},
year = {2016},
url = {http://arxiv.org/abs/1611.08191},
eprinttype = {arXiv},
eprint = {1611.08191},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SamekMBLM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BosseMMWS16,
author = {Sebastian Bosse and
Dominique Maniry and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand and
Wojciech Samek},
title = {Deep Neural Networks for No-Reference and Full-Reference Image Quality
Assessment},
journal = {CoRR},
volume = {abs/1612.01697},
year = {2016},
url = {http://arxiv.org/abs/1612.01697},
eprinttype = {arXiv},
eprint = {1612.01697},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BosseMMWS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArrasHMMS16a,
author = {Leila Arras and
Franziska Horn and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {"What is Relevant in a Text Document?": An Interpretable
Machine Learning Approach},
journal = {CoRR},
volume = {abs/1612.07843},
year = {2016},
url = {http://arxiv.org/abs/1612.07843},
eprinttype = {arXiv},
eprint = {1612.07843},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ArrasHMMS16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/WinklerHPMD15,
author = {Irene Winkler and
Stefan Haufe and
Anne K. Porbadnigk and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne},
title = {Identifying Granger causal relationships between neural power dynamics
and variables of interest},
journal = {NeuroImage},
volume = {111},
pages = {489--504},
year = {2015},
url = {https://doi.org/10.1016/j.neuroimage.2014.12.059},
doi = {10.1016/J.NEUROIMAGE.2014.12.059},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/WinklerHPMD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/PorbadnigkGSBBK15,
author = {Anne K. Porbadnigk and
Nico G{\"{o}}rnitz and
Claudia Sannelli and
Alexander Binder and
Mikio L. Braun and
Marius Kloft and
Klaus{-}Robert M{\"{u}}ller},
title = {Extracting latent brain states - Towards true labels in cognitive
neuroscience experiments},
journal = {NeuroImage},
volume = {120},
pages = {225--253},
year = {2015},
url = {https://doi.org/10.1016/j.neuroimage.2015.05.078},
doi = {10.1016/J.NEUROIMAGE.2015.05.078},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/PorbadnigkGSBBK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/Muller-PutzMSM15,
author = {Gernot R. M{\"{u}}ller{-}Putz and
Jos{\'{e}} del R. Mill{\'{a}}n and
Gerwin Schalk and
Klaus{-}Robert M{\"{u}}ller},
title = {The Plurality of Human Brain-Computer Interfacing [Scanning the Issue]},
journal = {Proc. {IEEE}},
volume = {103},
number = {6},
pages = {868--870},
year = {2015},
url = {https://doi.org/10.1109/JPROC.2015.2425835},
doi = {10.1109/JPROC.2015.2425835},
timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/Muller-PutzMSM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/FazliDSBM15,
author = {Siamac Fazli and
Sven D{\"{a}}hne and
Wojciech Samek and
Felix Bie{\ss}mann and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning From More Than One Data Source: Data Fusion Techniques for
Sensorimotor Rhythm-Based Brain-Computer Interfaces},
journal = {Proc. {IEEE}},
volume = {103},
number = {6},
pages = {891--906},
year = {2015},
url = {https://doi.org/10.1109/JPROC.2015.2413993},
doi = {10.1109/JPROC.2015.2413993},
timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/FazliDSBM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/Muller-PutzLTHK15,
author = {Gernot R. M{\"{u}}ller{-}Putz and
Robert Leeb and
Michael Tangermann and
Johannes H{\"{o}}hne and
Andrea K{\"{u}}bler and
Febo Cincotti and
Donatella Mattia and
R{\"{u}}diger Rupp and
Klaus{-}Robert M{\"{u}}ller and
Jos{\'{e}} del R. Mill{\'{a}}n},
title = {Towards Noninvasive Hybrid Brain-Computer Interfaces: Framework, Practice,
Clinical Application, and Beyond},
journal = {Proc. {IEEE}},
volume = {103},
number = {6},
pages = {926--943},
year = {2015},
url = {https://doi.org/10.1109/JPROC.2015.2411333},
doi = {10.1109/JPROC.2015.2411333},
timestamp = {Fri, 02 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/Muller-PutzLTHK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/DahneBSHGGVFM15,
author = {Sven D{\"{a}}hne and
Felix Bie{\ss}mann and
Wojciech Samek and
Stefan Haufe and
Dominique Goltz and
Christopher Gundlach and
Arno Villringer and
Siamac Fazli and
Klaus{-}Robert M{\"{u}}ller},
title = {Multivariate Machine Learning Methods for Fusing Multimodal Functional
Neuroimaging Data},
journal = {Proc. {IEEE}},
volume = {103},
number = {9},
pages = {1507--1530},
year = {2015},
url = {https://doi.org/10.1109/JPROC.2015.2425807},
doi = {10.1109/JPROC.2015.2425807},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pieee/DahneBSHGGVFM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/BrandlMS15,
author = {Stephanie Brandl and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Robust common spatial patterns based on Bhattacharyya distance and
Gamma divergence},
booktitle = {The 3rd International Winter Conference on Brain-Computer Interface,
{BCI} 2015, Gangwon-Do, South Korea, January 12-14, 2015},
pages = {1--4},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IWW-BCI.2015.7073030},
doi = {10.1109/IWW-BCI.2015.7073030},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/BrandlMS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller15,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Machine learning and {BCI}},
booktitle = {The 3rd International Winter Conference on Brain-Computer Interface,
{BCI} 2015, Gangwon-Do, South Korea, January 12-14, 2015},
pages = {1},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IWW-BCI.2015.7073023},
doi = {10.1109/IWW-BCI.2015.7073023},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/Muller15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/WooML15,
author = {Jeong{-}Seok Woo and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {Classifying directions in continuous arm movement from {EEG} signals},
booktitle = {The 3rd International Winter Conference on Brain-Computer Interface,
{BCI} 2015, Gangwon-Do, South Korea, January 12-14, 2015},
pages = {1--2},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IWW-BCI.2015.7073054},
doi = {10.1109/IWW-BCI.2015.7073054},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/WooML15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/FrolichWMS15,
author = {Laura Fr{\o}lich and
Irene Winkler and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Investigating effects of different artefact types on motor imagery
{BCI}},
booktitle = {37th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2015, Milan, Italy, August 25-29,
2015},
pages = {1942--1945},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/EMBC.2015.7318764},
doi = {10.1109/EMBC.2015.7318764},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/embc/FrolichWMS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/WinklerDMT15,
author = {Irene Winkler and
Stefan Debener and
Klaus{-}Robert M{\"{u}}ller and
Michael Tangermann},
title = {On the influence of high-pass filtering on ICA-based artifact reduction
in {EEG-ERP}},
booktitle = {37th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2015, Milan, Italy, August 25-29,
2015},
pages = {4101--4105},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/EMBC.2015.7319296},
doi = {10.1109/EMBC.2015.7319296},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/WinklerDMT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/SamekM15,
author = {Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Tackling noise, artifacts and nonstationarity in {BCI} with robust
divergences},
booktitle = {23rd European Signal Processing Conference, {EUSIPCO} 2015, Nice,
France, August 31 - September 4, 2015},
pages = {2741--2745},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/EUSIPCO.2015.7362883},
doi = {10.1109/EUSIPCO.2015.7362883},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/SamekM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwssip/De-Luxan-Hernandez15,
author = {Santiago De{-}Lux{\'{a}}n{-}Hern{\'{a}}ndez and
Detlev Marpe and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {A kernel-based statistical analysis of the residual error in video
coding},
booktitle = {International Conference on Systems, Signals and Image Processing,
{IWSSIP} 2015, London, UK, September 10-12, 2015},
pages = {192--195},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IWSSIP.2015.7314209},
doi = {10.1109/IWSSIP.2015.7314209},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwssip/De-Luxan-Hernandez15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ner/BrandlHMS15,
author = {Stephanie Brandl and
Johannes H{\"{o}}hne and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Bringing {BCI} into everyday life: Motor imagery in a pseudo realistic
environment},
booktitle = {7th International {IEEE/EMBS} Conference on Neural Engineering, {NER}
2015, Montpellier, France, April 22-24, 2015},
pages = {224--227},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/NER.2015.7146600},
doi = {10.1109/NER.2015.7146600},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ner/BrandlHMS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/VidovicGMRK15,
author = {Marina M.{-}C. Vidovic and
Nico G{\"{o}}rnitz and
Klaus{-}Robert M{\"{u}}ller and
Gunnar R{\"{a}}tsch and
Marius Kloft},
editor = {Annalisa Appice and
Pedro Pereira Rodrigues and
V{\'{\i}}tor Santos Costa and
Jo{\~{a}}o Gama and
Al{\'{\i}}pio Jorge and
Carlos Soares},
title = {Opening the Black Box: Revealing Interpretable Sequence Motifs in
Kernel-Based Learning Algorithms},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
Part {II}},
series = {Lecture Notes in Computer Science},
volume = {9285},
pages = {137--153},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-23525-7\_9},
doi = {10.1007/978-3-319-23525-7\_9},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pkdd/VidovicGMRK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/HansenWHMD15,
author = {Sofie Therese Hansen and
Irene Winkler and
Lars Kai Hansen and
Klaus{-}Robert M{\"{u}}ller and
Sven D{\"{a}}hne},
title = {Fusing Simultaneous {EEG} and fMRI Using Functional and Anatomical
Information},
booktitle = {2015 International Workshop on Pattern Recognition in NeuroImaging,
Stanford, CA, USA, June 10-12, 2015},
pages = {33--36},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/PRNI.2015.22},
doi = {10.1109/PRNI.2015.22},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/prni/HansenWHMD15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/VuSLRCKMB15,
author = {Kevin Vu and
John C. Snyder and
Li Li and
Matthias Rupp and
Brandon F. Chen and
Tarek Khelif and
Klaus{-}Robert M{\"{u}}ller and
Kieron Burke},
title = {Understanding Kernel Ridge Regression: Common behaviors from simple
functions to density functionals},
journal = {CoRR},
volume = {abs/1501.03854},
year = {2015},
url = {http://arxiv.org/abs/1501.03854},
eprinttype = {arXiv},
eprint = {1501.03854},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/VuSLRCKMB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MontavonMC15,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Marco Cuturi},
title = {Wasserstein Training of Boltzmann Machines},
journal = {CoRR},
volume = {abs/1507.01972},
year = {2015},
url = {http://arxiv.org/abs/1507.01972},
eprinttype = {arXiv},
eprint = {1507.01972},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MontavonMC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SamekBMBM15,
author = {Wojciech Samek and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Sebastian Bach and
Klaus{-}Robert M{\"{u}}ller},
title = {Evaluating the visualization of what a Deep Neural Network has learned},
journal = {CoRR},
volume = {abs/1509.06321},
year = {2015},
url = {http://arxiv.org/abs/1509.06321},
eprinttype = {arXiv},
eprint = {1509.06321},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SamekBMBM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BachBMMS15,
author = {Sebastian Bach and
Alexander Binder and
Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller and
Wojciech Samek},
title = {Analyzing Classifiers: Fisher Vectors and Deep Neural Networks},
journal = {CoRR},
volume = {abs/1512.00172},
year = {2015},
url = {http://arxiv.org/abs/1512.00172},
eprinttype = {arXiv},
eprint = {1512.00172},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BachBMMS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MontavonBBSM15,
author = {Gr{\'{e}}goire Montavon and
Sebastian Bach and
Alexander Binder and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Explaining NonLinear Classification Decisions with Deep Taylor Decomposition},
journal = {CoRR},
volume = {abs/1512.02479},
year = {2015},
url = {http://arxiv.org/abs/1512.02479},
eprinttype = {arXiv},
eprint = {1512.02479},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MontavonBBSM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/KawanabeSMV14,
author = {Motoaki Kawanabe and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Carmen Vidaurre},
title = {Robust Common Spatial Filters with a Maxmin Approach},
journal = {Neural Comput.},
volume = {26},
number = {2},
pages = {349--376},
year = {2014},
url = {https://doi.org/10.1162/NECO\_a\_00544},
doi = {10.1162/NECO\_A\_00544},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neco/KawanabeSMV14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/DahneMHHTMN14,
author = {Sven D{\"{a}}hne and
Frank C. Meinecke and
Stefan Haufe and
Johannes H{\"{o}}hne and
Michael Tangermann and
Klaus{-}Robert M{\"{u}}ller and
Vadim V. Nikulin},
title = {SPoC: {A} novel framework for relating the amplitude of neuronal oscillations
to behaviorally relevant parameters},
journal = {NeuroImage},
volume = {86},
pages = {111--122},
year = {2014},
url = {https://doi.org/10.1016/j.neuroimage.2013.07.079},
doi = {10.1016/J.NEUROIMAGE.2013.07.079},
timestamp = {Tue, 04 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/DahneMHHTMN14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/DahneNRSMH14,
author = {Sven D{\"{a}}hne and
Vadim V. Nikulin and
David Ram{\'{\i}}rez and
Peter J. Schreier and
Klaus{-}Robert M{\"{u}}ller and
Stefan Haufe},
title = {Finding brain oscillations with power dependencies in neuroimaging
data},
journal = {NeuroImage},
volume = {96},
pages = {334--348},
year = {2014},
url = {https://doi.org/10.1016/j.neuroimage.2014.03.075},
doi = {10.1016/J.NEUROIMAGE.2014.03.075},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/DahneNRSMH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/BlytheHMN14,
author = {Duncan A. J. Blythe and
Stefan Haufe and
Klaus{-}Robert M{\"{u}}ller and
Vadim V. Nikulin},
title = {The effect of linear mixing in the {EEG} on Hurst exponent estimation},
journal = {NeuroImage},
volume = {99},
pages = {377--387},
year = {2014},
url = {https://doi.org/10.1016/j.neuroimage.2014.05.041},
doi = {10.1016/J.NEUROIMAGE.2014.05.041},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/BlytheHMN14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/GaeblerBLMWH14,
author = {Michael Gaebler and
Felix Bie{\ss}mann and
Jan{-}Peter Lamke and
Klaus{-}Robert M{\"{u}}ller and
Henrik Walter and
Stefan Hetzer},
title = {Stereoscopic depth increases intersubject correlations of brain networks},
journal = {NeuroImage},
volume = {100},
pages = {427--434},
year = {2014},
url = {https://doi.org/10.1016/j.neuroimage.2014.06.008},
doi = {10.1016/J.NEUROIMAGE.2014.06.008},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/GaeblerBLMWH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/BauerGBMK14,
author = {Alexander Bauer and
Nico G{\"{o}}rnitz and
Franziska Biegler and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Efficient Algorithms for Exact Inference in Sequence Labeling SVMs},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {25},
number = {5},
pages = {870--881},
year = {2014},
url = {https://doi.org/10.1109/TNNLS.2013.2281761},
doi = {10.1109/TNNLS.2013.2281761},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/BauerGBMK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GornitzPBSBMK14,
author = {Nico G{\"{o}}rnitz and
Anne Porbadnigk and
Alexander Binder and
Claudia Sannelli and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller and
Marius Kloft},
title = {Learning and Evaluation in Presence of Non-i.i.d. Label Noise},
booktitle = {Proceedings of the Seventeenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2014, Reykjavik, Iceland, April
22-25, 2014},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {33},
pages = {293--302},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v33/gornitz14.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GornitzPBSBMK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/DahneBMMFM14,
author = {Sven D{\"{a}}hne and
Felix Bie{\ss}mann and
Frank C. Meinecke and
Jan Mehnert and
Siamac Fazli and
Klaus{-}Robert M{\"{u}}ller},
title = {Multimodal integration of electrophysiological and hemodynamic signals},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782552},
doi = {10.1109/IWW-BCI.2014.6782552},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/DahneBMMFM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/HwangHM14,
author = {Han{-}Jeong Hwang and
Janne Mathias Hahne and
Klaus{-}Robert M{\"{u}}ller},
title = {Channel selection for simultaneous myoelectric prosthesis control},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782565},
doi = {10.1109/IWW-BCI.2014.6782565},
timestamp = {Fri, 25 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/HwangHM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/KwakML14,
author = {No{-}Sang Kwak and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {Toward exoskeleton control based on steady state visual evoked potentials},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1--2},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782571},
doi = {10.1109/IWW-BCI.2014.6782571},
timestamp = {Fri, 25 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/KwakML14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/Muller14,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Multimodal imaging, non-stationarity and {BCI}},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782555},
doi = {10.1109/IWW-BCI.2014.6782555},
timestamp = {Fri, 25 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/Muller14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/PorbadnigkGSBBK14,
author = {Anne K. Porbadnigk and
Nico G{\"{o}}rnitz and
Claudia Sannelli and
Alexander Binder and
Mikio L. Braun and
Marius Kloft and
Klaus{-}Robert M{\"{u}}ller},
title = {When brain and behavior disagree: Tackling systematic label noise
in {EEG} data with machine learning},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782561},
doi = {10.1109/IWW-BCI.2014.6782561},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/PorbadnigkGSBBK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/SamekM14,
author = {Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller},
title = {Information geometry meets {BCI} spatial filtering using divergences},
booktitle = {2014 International Winter Workshop on Brain-Computer Interface, {BCI}
2014, Gangwon Province, Korea (South), February 17-19, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/iww-BCI.2014.6782545},
doi = {10.1109/IWW-BCI.2014.6782545},
timestamp = {Fri, 25 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/SamekM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/YeomFML14,
author = {Seul{-}Ki Yeom and
Siamac Fazli and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {Towards an enhanced {ERP} speller based on the visual processing of
face familiarity},
booktitle = {36th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2014, Chicago, IL, USA, August
26-30, 2014},
pages = {1330--1333},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/EMBC.2014.6943844},
doi = {10.1109/EMBC.2014.6943844},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/YeomFML14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/VidovicPHAPHGFM14,
author = {Marina M.{-}C. Vidovic and
Liliana P. Paredes and
Han{-}Jeong Hwang and
Sebastian Ams{\"{u}}ss and
Jaspar Pahl and
Janne Mathias Hahne and
Bernhard Graimann and
Dario Farina and
Klaus{-}Robert M{\"{u}}ller},
title = {Covariate shift adaptation in {EMG} pattern recognition for prosthetic
device control},
booktitle = {36th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2014, Chicago, IL, USA, August
26-30, 2014},
pages = {4370--4373},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/EMBC.2014.6944592},
doi = {10.1109/EMBC.2014.6944592},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/VidovicPHAPHGFM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/BosseAPBCMW14,
author = {Sebastian Bosse and
Laura Acqualagna and
Anne K. Porbadnigk and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {Neurally informed assessment of perceived natural texture image quality},
booktitle = {2014 {IEEE} International Conference on Image Processing, {ICIP} 2014,
Paris, France, October 27-30, 2014},
pages = {1987--1991},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/ICIP.2014.7025398},
doi = {10.1109/ICIP.2014.7025398},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icip/BosseAPBCMW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BartzM14,
author = {Daniel Bartz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Covariance shrinkage for autocorrelated data},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {1592--1600},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/fa83a11a198d5a7f0bf77a1987bcd006-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BartzM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/BiessmannGLJHWM14,
author = {Felix Bie{\ss}mann and
Michael Gaebler and
Jan{-}Peter Lamke and
Ui Jong Ju and
Stefan Hetzer and
Christian Wallraven and
Klaus{-}Robert M{\"{u}}ller},
title = {Data-driven multisubject neuroimaging analyses for naturalistic stimuli},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2014, T{\"{u}}bingen, Germany, June 4-6, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/PRNI.2014.6858511},
doi = {10.1109/PRNI.2014.6858511},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/prni/BiessmannGLJHWM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/DahneNRSMH14,
author = {Sven D{\"{a}}hne and
Vadim V. Nikulin and
David Ram{\'{\i}}rez and
Peter J. Schreier and
Klaus{-}Robert M{\"{u}}ller and
Stefan Haufe},
title = {Optimizing spatial filters for the extraction of envelope-coupled
neural oscillations},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2014, T{\"{u}}bingen, Germany, June 4-6, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/PRNI.2014.6858514},
doi = {10.1109/PRNI.2014.6858514},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/prni/DahneNRSMH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/HohneBMB14,
author = {Johannes H{\"{o}}hne and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller and
Daniel Bartz},
title = {Mean shrinkage improves the classification of {ERP} signals by exploiting
additional label information},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2014, T{\"{u}}bingen, Germany, June 4-6, 2014},
pages = {1--4},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/PRNI.2014.6858523},
doi = {10.1109/PRNI.2014.6858523},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/prni/HohneBMB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/cogtech/BinderSMK14,
author = {Alexander Binder and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
editor = {Wolfgang Wahlster and
Hans{-}Joachim Grallert and
Stefan Wess and
Hermann Friedrich and
Thomas Widenka},
title = {Machine Learning for Visual Concept Recognition and Ranking for Images},
booktitle = {Towards the Internet of Services: The {THESEUS} Research Program},
series = {Cognitive Technologies},
pages = {211--223},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-06755-1\_17},
doi = {10.1007/978-3-319-06755-1\_17},
timestamp = {Fri, 02 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/cogtech/BinderSMK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiSPHNDRMB14,
author = {Li Li and
John C. Snyder and
Isabelle M. Pelaschier and
Jessica Huang and
Uma{-}Naresh Niranjan and
Paul Duncan and
Matthias Rupp and
Klaus{-}Robert M{\"{u}}ller and
Kieron Burke},
title = {Understanding Machine-learned Density Functionals},
journal = {CoRR},
volume = {abs/1404.1333},
year = {2014},
url = {http://arxiv.org/abs/1404.1333},
eprinttype = {arXiv},
eprint = {1404.1333},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiSPHNDRMB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KiralyZM14,
author = {Franz J. Kir{\'{a}}ly and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning with Algebraic Invariances, and the Invariant Kernel Trick},
journal = {CoRR},
volume = {abs/1411.7817},
year = {2014},
url = {http://arxiv.org/abs/1411.7817},
eprinttype = {arXiv},
eprint = {1411.7817},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KiralyZM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cviu/BinderSMK13,
author = {Alexander Binder and
Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
title = {Enhanced representation and multi-task learning for image annotation},
journal = {Comput. Vis. Image Underst.},
volume = {117},
number = {5},
pages = {466--478},
year = {2013},
url = {https://doi.org/10.1016/j.cviu.2012.09.006},
doi = {10.1016/J.CVIU.2012.09.006},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cviu/BinderSMK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcse/PorbadnigkGKM13,
author = {Anne Porbadnigk and
Nico G{\"{o}}rnitz and
Marius Kloft and
Klaus{-}Robert M{\"{u}}ller},
title = {Decoding Brain States during Auditory Perception by Supervising Unsupervised
Learning},
journal = {J. Comput. Sci. Eng.},
volume = {7},
number = {2},
pages = {112--121},
year = {2013},
url = {https://doi.org/10.5626/JCSE.2013.7.2.112},
doi = {10.5626/JCSE.2013.7.2.112},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcse/PorbadnigkGKM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HaufeNMN13,
author = {Stefan Haufe and
Vadim V. Nikulin and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte},
title = {A critical assessment of connectivity measures for {EEG} data: {A}
simulation study},
journal = {NeuroImage},
volume = {64},
pages = {120--133},
year = {2013},
url = {https://doi.org/10.1016/j.neuroimage.2012.09.036},
doi = {10.1016/J.NEUROIMAGE.2012.09.036},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/HaufeNMN13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/MullerAFPT13,
author = {Klaus{-}Robert M{\"{u}}ller and
T{\"{u}}lay Adali and
Kenji Fukumizu and
Jos{\'{e}} C. Pr{\'{\i}}ncipe and
Sergios Theodoridis},
title = {Special Issue on Advances in Kernel-Based Learning for Signal Processing
[From the Guest Editors]},
journal = {{IEEE} Signal Process. Mag.},
volume = {30},
number = {4},
pages = {14--15},
year = {2013},
url = {https://doi.org/10.1109/MSP.2013.2253031},
doi = {10.1109/MSP.2013.2253031},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spm/MullerAFPT13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/MontavonBKM13,
author = {Gr{\'{e}}goire Montavon and
Mikio L. Braun and
Tammo Krueger and
Klaus{-}Robert M{\"{u}}ller},
title = {Analyzing Local Structure in Kernel-Based Learning: Explanation, Complexity,
and Reliability Assessment},
journal = {{IEEE} Signal Process. Mag.},
volume = {30},
number = {4},
pages = {62--74},
year = {2013},
url = {https://doi.org/10.1109/MSP.2013.2249294},
doi = {10.1109/MSP.2013.2249294},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/MontavonBKM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/SamekMM13,
author = {Wojciech Samek and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Transferring Subspaces Between Subjects in Brain-Computer Interfacing},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {60},
number = {8},
pages = {2289--2298},
year = {2013},
url = {https://doi.org/10.1109/TBME.2013.2253608},
doi = {10.1109/TBME.2013.2253608},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/SamekMM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmm/DahneBMMFM13,
author = {Sven D{\"{a}}hne and
Felix Bie{\ss}mann and
Frank C. Meinecke and
Jan Mehnert and
Siamac Fazli and
Klaus{-}Robert M{\"{u}}ller},
title = {Integration of Multivariate Data Streams With Bandpower Signals},
journal = {{IEEE} Trans. Multim.},
volume = {15},
number = {5},
pages = {1001--1013},
year = {2013},
url = {https://doi.org/10.1109/TMM.2013.2250267},
doi = {10.1109/TMM.2013.2250267},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmm/DahneBMMFM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/FazliMLB13,
author = {Siamac Fazli and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee and
Benjamin Blankertz},
title = {Tutorial on multimodal neuroimaging for brain-computer interfacing},
booktitle = {International Winter Workshop on Brain-Computer Interface, {BCI} 2013,
Gangwon Province, Korea (South), February 18-20, 2013},
pages = {1--2},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IWW-BCI.2013.6506605},
doi = {10.1109/IWW-BCI.2013.6506605},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/FazliMLB13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/PorbadnigkTFTVH13,
author = {Anne K. Porbadnigk and
Matthias Sebastian Treder and
Siamac Fazli and
Michael Tangermann and
Carmen Vidaurre and
Stefan Haufe and
Gabriel Curio and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
title = {Decoding cognitive brain states},
booktitle = {International Winter Workshop on Brain-Computer Interface, {BCI} 2013,
Gangwon Province, Korea (South), February 18-20, 2013},
pages = {16--18},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IWW-BCI.2013.6506613},
doi = {10.1109/IWW-BCI.2013.6506613},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bci3/PorbadnigkTFTVH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bci3/YeomFMBSML13,
author = {Seul{-}Ki Yeom and
Siamac Fazli and
Jan Mehnert and
Benjamin Blankertz and
Jens Steinbrink and
Klaus{-}Robert M{\"{u}}ller and
Seong{-}Whan Lee},
title = {Multimodal imaging technique for rapid response brain-computer interface
feedback},
booktitle = {International Winter Workshop on Brain-Computer Interface, {BCI} 2013,
Gangwon Province, Korea (South), February 18-20, 2013},
pages = {92--94},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IWW-BCI.2013.6506642},
doi = {10.1109/IWW-BCI.2013.6506642},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bci3/YeomFMBSML13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/birthday/SnyderMBM13,
author = {John C. Snyder and
Sebastian Mika and
Kieron Burke and
Klaus{-}Robert M{\"{u}}ller},
editor = {Bernhard Sch{\"{o}}lkopf and
Zhiyuan Luo and
Vladimir Vovk},
title = {Kernels, Pre-images and Optimization},
booktitle = {Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik},
pages = {245--259},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-41136-6\_21},
doi = {10.1007/978-3-642-41136-6\_21},
timestamp = {Mon, 04 Apr 2022 16:00:14 +0200},
biburl = {https://dblp.org/rec/conf/birthday/SnyderMBM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/SamekBM13,
author = {Wojciech Samek and
Alexander Binder and
Klaus{-}Robert M{\"{u}}ller},
title = {Multiple Kernel Learning for Brain-Computer Interfacing},
booktitle = {35th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2013, Osaka, Japan, July 3-7,
2013},
pages = {7048--7051},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/EMBC.2013.6611181},
doi = {10.1109/EMBC.2013.6611181},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/embc/SamekBM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SamekBMK13,
author = {Wojciech Samek and
Duncan A. J. Blythe and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Robust Spatial Filtering with Beta Divergence},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {1007--1015},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/7bcdf75ad237b8e02e301f4091fb6bc8-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SamekBMK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BartzM13,
author = {Daniel Bartz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Generalizing Analytic Shrinkage for Arbitrary Covariance Structures},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {1869--1877},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/8d6dc35e506fc23349dd10ee68dabb64-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/BartzM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/BinderMK12,
author = {Alexander Binder and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
title = {On Taxonomies for Multi-class Image Categorization},
journal = {Int. J. Comput. Vis.},
volume = {99},
number = {3},
pages = {281--301},
year = {2012},
url = {https://doi.org/10.1007/s11263-010-0417-8},
doi = {10.1007/S11263-010-0417-8},
timestamp = {Fri, 13 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijcv/BinderMK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcheminf/RuppTML12,
author = {Matthias Rupp and
Alexandre Tkatchenko and
Klaus{-}Robert M{\"{u}}ller and
O. Anatole von Lilienfeld},
title = {Modeling of molecular atomization energies using machine learning},
journal = {J. Cheminformatics},
volume = {4},
number = {{S-1}},
pages = {33},
year = {2012},
url = {https://doi.org/10.1186/1758-2946-4-S1-P33},
doi = {10.1186/1758-2946-4-S1-P33},
timestamp = {Mon, 12 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcheminf/RuppTML12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KiralyBMBM12,
author = {Franz J. Kir{\'{a}}ly and
Paul von B{\"{u}}nau and
Frank C. Meinecke and
Duncan A. J. Blythe and
Klaus{-}Robert M{\"{u}}ller},
title = {Algebraic Geometric Comparison of Probability Distributions},
journal = {J. Mach. Learn. Res.},
volume = {13},
pages = {855--903},
year = {2012},
url = {https://dl.acm.org/doi/10.5555/2503308.2188416},
doi = {10.5555/2503308.2188416},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KiralyBMBM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/FazliMSCVMB12,
author = {Siamac Fazli and
Jan Mehnert and
Jens Steinbrink and
Gabriel Curio and
Arno Villringer and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Enhanced performance by a hybrid {NIRS-EEG} brain computer interface},
journal = {NeuroImage},
volume = {59},
number = {1},
pages = {519--529},
year = {2012},
url = {https://doi.org/10.1016/j.neuroimage.2011.07.084},
doi = {10.1016/J.NEUROIMAGE.2011.07.084},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/FazliMSCVMB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/BiessmannMLMM12,
author = {Felix Bie{\ss}mann and
Yusuke Murayama and
Nikos K. Logothetis and
Klaus{-}Robert M{\"{u}}ller and
Frank C. Meinecke},
title = {Improved decoding of neural activity from fMRI signals using non-separable
spatiotemporal deconvolutions},
journal = {NeuroImage},
volume = {61},
number = {4},
pages = {1031--1042},
year = {2012},
url = {https://doi.org/10.1016/j.neuroimage.2012.04.015},
doi = {10.1016/J.NEUROIMAGE.2012.04.015},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/BiessmannMLMM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/JiangDMF12,
author = {Ning Jiang and
Strahinja Dosen and
Klaus{-}Robert M{\"{u}}ller and
Dario Farina},
title = {Myoelectric Control of Artificial Limbs{\textquestiondown}Is There
a Need to Change Focus? [In the Spotlight]},
journal = {{IEEE} Signal Process. Mag.},
volume = {29},
number = {5},
pages = {152--150},
year = {2012},
url = {https://doi.org/10.1109/MSP.2012.2203480},
doi = {10.1109/MSP.2012.2203480},
timestamp = {Wed, 10 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/spm/JiangDMF12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/HahneGM12,
author = {Janne Mathias Hahne and
Bernhard Graimann and
Klaus{-}Robert M{\"{u}}ller},
title = {Spatial Filtering for Robust Myoelectric Control},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {59},
number = {5},
pages = {1436--1443},
year = {2012},
url = {https://doi.org/10.1109/TBME.2012.2188799},
doi = {10.1109/TBME.2012.2188799},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/HahneGM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/SchollerBTBCMW12,
author = {Simon Scholler and
Sebastian Bosse and
Matthias Sebastian Treder and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller and
Thomas Wiegand},
title = {Toward a Direct Measure of Video Quality Perception Using {EEG}},
journal = {{IEEE} Trans. Image Process.},
volume = {21},
number = {5},
pages = {2619--2629},
year = {2012},
url = {https://doi.org/10.1109/TIP.2012.2187672},
doi = {10.1109/TIP.2012.2187672},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tip/SchollerBTBCMW12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/BlytheBMM12,
author = {Duncan A. J. Blythe and
Paul von B{\"{u}}nau and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Feature Extraction for Change-Point Detection Using Stationary Subspace
Analysis},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {23},
number = {4},
pages = {631--643},
year = {2012},
url = {https://doi.org/10.1109/TNNLS.2012.2185811},
doi = {10.1109/TNNLS.2012.2185811},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/BlytheBMM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/SamekMKV12,
author = {Wojciech Samek and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe and
Carmen Vidaurre},
title = {Brain-computer interfacing in discriminative and stationary subspaces},
booktitle = {Annual International Conference of the {IEEE} Engineering in Medicine
and Biology Society, {EMBC} 2012, San Diego, CA, USA, August 28 -
September 1, 2012},
pages = {2873--2876},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/EMBC.2012.6346563},
doi = {10.1109/EMBC.2012.6346563},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/SamekMKV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/PascualVMV12,
author = {Javier Pascual and
Francisco Velasco{-}{\'{A}}lvarez and
Klaus{-}Robert M{\"{u}}ller and
Carmen Vidaurre},
title = {First study towards linear control of an upper-limb neuroprosthesis
with an EEG-based Brain-Computer Interface},
booktitle = {Annual International Conference of the {IEEE} Engineering in Medicine
and Biology Society, {EMBC} 2012, San Diego, CA, USA, August 28 -
September 1, 2012},
pages = {3269--3273},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/EMBC.2012.6346663},
doi = {10.1109/EMBC.2012.6346663},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/PascualVMV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/SannelliVMB12,
author = {Claudia Sannelli and
Carmen Vidaurre and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Common Spatial Pattern Patches: Online evaluation on BCI-naive users},
booktitle = {Annual International Conference of the {IEEE} Engineering in Medicine
and Biology Society, {EMBC} 2012, San Diego, CA, USA, August 28 -
September 1, 2012},
pages = {4744--4747},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/EMBC.2012.6347027},
doi = {10.1109/EMBC.2012.6347027},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/SannelliVMB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica/KiralyZM12,
author = {Franz J. Kir{\'{a}}ly and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Fabian J. Theis and
Andrzej Cichocki and
Arie Yeredor and
Michael Zibulevsky},
title = {An Algebraic Method for Approximate Rank One Factorization of Rank
Deficient Matrices},
booktitle = {Latent Variable Analysis and Signal Separation - 10th International
Conference, {LVA/ICA} 2012, Tel Aviv, Israel, March 12-15, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7191},
pages = {272--279},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-28551-6\_34},
doi = {10.1007/978-3-642-28551-6\_34},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ica/KiralyZM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/BiessmannPHJMB12,
author = {Felix Bie{\ss}mann and
Jens{-}Michalis Papaioannou and
Andreas Harth and
M. L. Jugel and
Klaus{-}Robert M{\"{u}}ller and
Mikio L. Braun},
title = {Quantifying spatiotemporal dynamics of twitter replies to news feeds},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1--6},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349806},
doi = {10.1109/MLSP.2012.6349806},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/BiessmannPHJMB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/HahneRBMMJFP12,
author = {Janne Mathias Hahne and
Hubertus Rehbaum and
Felix Bie{\ss}mann and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller and
Ning Jiang and
Dario Farina and
Lucas C. Parra},
title = {Simultaneous and proportional control of 2D wrist movements with myoelectric
signals},
booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing,
{MLSP} 2012, Santander, Spain, September 23-26, 2012},
pages = {1--6},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/MLSP.2012.6349712},
doi = {10.1109/MLSP.2012.6349712},
timestamp = {Wed, 10 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/HahneRBMMJFP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MontavonHFRBZTLM12,
author = {Gr{\'{e}}goire Montavon and
Katja Hansen and
Siamac Fazli and
Matthias Rupp and
Franziska Biegler and
Andreas Ziehe and
Alexandre Tkatchenko and
O. Anatole von Lilienfeld and
Klaus{-}Robert M{\"{u}}ller},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Learning Invariant Representations of Molecules for Atomization Energy
Prediction},
booktitle = {Advances in Neural Information Processing Systems 25: 26th Annual
Conference on Neural Information Processing Systems 2012. Proceedings
of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
pages = {449--457},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/115f89503138416a242f40fb7d7f338e-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MontavonHFRBZTLM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/KiralyBMBMM12,
author = {Franz J. Kir{\'{a}}ly and
Paul von B{\"{u}}nau and
Jan Saputra M{\"{u}}ller and
Duncan A. J. Blythe and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
editor = {Neil D. Lawrence and
Mark A. Girolami},
title = {Regression for sets of polynomial equations},
booktitle = {Proceedings of the Fifteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
Spain, April 21-23, 2012},
series = {{JMLR} Proceedings},
volume = {22},
pages = {628--637},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v22/kiraly12.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KiralyBMBMM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/MontavonBM12,
author = {Gr{\'{e}}goire Montavon and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller},
editor = {Neil D. Lawrence and
Mark A. Girolami},
title = {Deep Boltzmann Machines as Feed-Forward Hierarchies},
booktitle = {Proceedings of the Fifteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
Spain, April 21-23, 2012},
series = {{JMLR} Proceedings},
volume = {22},
pages = {798--804},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v22/montavon12.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MontavonBM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Introduction},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {1--5},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_1},
doi = {10.1007/978-3-642-35289-8\_1},
timestamp = {Wed, 25 Sep 2019 17:41:07 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12a,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Speeding Learning},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {7--8},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_2},
doi = {10.1007/978-3-642-35289-8\_2},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/LeCunBOM12,
author = {Yann LeCun and
L{\'{e}}on Bottou and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Efficient BackProp},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {9--48},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_3},
doi = {10.1007/978-3-642-35289-8\_3},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/LeCunBOM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12b,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Regularization Techniques to Improve Generalization},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {49--51},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_4},
doi = {10.1007/978-3-642-35289-8\_4},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12c,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Improving Network Models and Algorithmic Tricks},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {139--141},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_10},
doi = {10.1007/978-3-642-35289-8\_10},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12d,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Representing and Incorporating Prior Knowledge in Neural Network Training},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {231--233},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_16},
doi = {10.1007/978-3-642-35289-8\_16},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12d.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/Muller12e,
author = {Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Tricks for Time Series},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {339--341},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_21},
doi = {10.1007/978-3-642-35289-8\_21},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/Muller12e.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/MontavonM12,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Big Learning and Deep Neural Networks},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {419--420},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_24},
doi = {10.1007/978-3-642-35289-8\_24},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/MontavonM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/MontavonM12a,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Better Representations: Invariant, Disentangled and Reusable},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {559--560},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_29},
doi = {10.1007/978-3-642-35289-8\_29},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/MontavonM12a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/MontavonM12b,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Deep Boltzmann Machines and the Centering Trick},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {621--637},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_33},
doi = {10.1007/978-3-642-35289-8\_33},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/MontavonM12b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/lncs/MontavonM12c,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Identifying Dynamical Systems for Forecasting and Control},
booktitle = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
pages = {657--658},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8\_35},
doi = {10.1007/978-3-642-35289-8\_35},
timestamp = {Tue, 16 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/MontavonM12c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:series/lncs/7700,
editor = {Gr{\'{e}}goire Montavon and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Neural Networks: Tricks of the Trade - Second Edition},
series = {Lecture Notes in Computer Science},
volume = {7700},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35289-8},
doi = {10.1007/978-3-642-35289-8},
isbn = {978-3-642-35288-1},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/series/lncs/7700.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-3783,
author = {Gr{\'{e}}goire Montavon and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning Feature Hierarchies with Centered Deep Boltzmann Machines},
journal = {CoRR},
volume = {abs/1203.3783},
year = {2012},
url = {http://arxiv.org/abs/1203.3783},
eprinttype = {arXiv},
eprint = {1203.3783},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-3783.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1209-4115,
author = {Wojciech Samek and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Transferring Subspaces Between Subjects in Brain-Computer Interfacing},
journal = {CoRR},
volume = {abs/1209.4115},
year = {2012},
url = {http://arxiv.org/abs/1209.4115},
eprinttype = {arXiv},
eprint = {1209.4115},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1209-4115.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/RathkeHBM11,
author = {Fabian Rathke and
Katja Hansen and
Ulf Brefeld and
Klaus{-}Robert M{\"{u}}ller},
title = {StructRank: {A} New Approach for Ligand-Based Virtual Screening},
journal = {J. Chem. Inf. Model.},
volume = {51},
number = {1},
pages = {83--92},
year = {2011},
url = {https://doi.org/10.1021/ci100308f},
doi = {10.1021/CI100308F},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcisd/RathkeHBM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MontavonBM11,
author = {Gr{\'{e}}goire Montavon and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller},
title = {Kernel Analysis of Deep Networks},
journal = {J. Mach. Learn. Res.},
volume = {12},
pages = {2563--2581},
year = {2011},
url = {https://dl.acm.org/doi/10.5555/1953048.2078188},
doi = {10.5555/1953048.2078188},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MontavonBM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MullerBMKM11,
author = {Jan Saputra M{\"{u}}ller and
Paul von B{\"{u}}nau and
Frank C. Meinecke and
Franz J. Kir{\'{a}}ly and
Klaus{-}Robert M{\"{u}}ller},
title = {The Stationary Subspace Analysis Toolbox},
journal = {J. Mach. Learn. Res.},
volume = {12},
pages = {3065--3069},
year = {2011},
url = {https://dl.acm.org/doi/10.5555/1953048.2078203},
doi = {10.5555/1953048.2078203},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MullerBMKM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/VidaurreSMB11,
author = {Carmen Vidaurre and
Claudia Sannelli and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Machine-Learning-Based Coadaptive Calibration for Brain-Computer Interfaces},
journal = {Neural Comput.},
volume = {23},
number = {3},
pages = {791--816},
year = {2011},
url = {https://doi.org/10.1162/NECO\_a\_00089},
doi = {10.1162/NECO\_A\_00089},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neco/VidaurreSMB11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HaufeTDSBNM11,
author = {Stefan Haufe and
Ryota Tomioka and
Thorsten Dickhaus and
Claudia Sannelli and
Benjamin Blankertz and
Guido Nolte and
Klaus{-}Robert M{\"{u}}ller},
title = {Large-scale {EEG/MEG} source localization with spatial flexibility},
journal = {NeuroImage},
volume = {54},
number = {2},
pages = {851--859},
year = {2011},
url = {https://doi.org/10.1016/j.neuroimage.2010.09.003},
doi = {10.1016/J.NEUROIMAGE.2010.09.003},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/HaufeTDSBNM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/LemmBDM11,
author = {Steven Lemm and
Benjamin Blankertz and
Thorsten Dickhaus and
Klaus{-}Robert M{\"{u}}ller},
title = {Introduction to machine learning for brain imaging},
journal = {NeuroImage},
volume = {56},
number = {2},
pages = {387--399},
year = {2011},
url = {https://doi.org/10.1016/j.neuroimage.2010.11.004},
doi = {10.1016/J.NEUROIMAGE.2010.11.004},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/LemmBDM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/BlankertzLTHM11,
author = {Benjamin Blankertz and
Steven Lemm and
Matthias Sebastian Treder and
Stefan Haufe and
Klaus{-}Robert M{\"{u}}ller},
title = {Single-trial analysis and classification of {ERP} components - {A}
tutorial},
journal = {NeuroImage},
volume = {56},
number = {2},
pages = {814--825},
year = {2011},
url = {https://doi.org/10.1016/j.neuroimage.2010.06.048},
doi = {10.1016/J.NEUROIMAGE.2010.06.048},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/BlankertzLTHM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/FazliDSM11,
author = {Siamac Fazli and
M{\'{a}}rton Dan{\'{o}}czy and
J{\"{u}}rg Schelldorfer and
Klaus{-}Robert M{\"{u}}ller},
title = {{\(\mathscr{l}\)}\({}_{\mbox{1}}\)-penalized linear mixed-effects
models for high dimensional data with application to {BCI}},
journal = {NeuroImage},
volume = {56},
number = {4},
pages = {2100--2108},
year = {2011},
url = {https://doi.org/10.1016/j.neuroimage.2011.03.061},
doi = {10.1016/J.NEUROIMAGE.2011.03.061},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/FazliDSM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/VidaurreKBBM11,
author = {Carmen Vidaurre and
Motoaki Kawanabe and
Paul von B{\"{u}}nau and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
title = {Toward Unsupervised Adaptation of {LDA} for Brain-Computer Interfaces},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {58},
number = {3},
pages = {587--597},
year = {2011},
url = {https://doi.org/10.1109/TBME.2010.2093133},
doi = {10.1109/TBME.2010.2093133},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/VidaurreKBBM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/TheisKM11,
author = {Fabian J. Theis and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Uniqueness of Non-Gaussianity-Based Dimension Reduction},
journal = {{IEEE} Trans. Signal Process.},
volume = {59},
number = {9},
pages = {4478--4482},
year = {2011},
url = {https://doi.org/10.1109/TSP.2011.2159600},
doi = {10.1109/TSP.2011.2159600},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsp/TheisKM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/clef/BinderSKMMK11,
author = {Alexander Binder and
Wojciech Samek and
Marius Kloft and
Christina M{\"{u}}ller and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
editor = {Vivien Petras and
Pamela Forner and
Paul D. Clough},
title = {The Joint Submission of the {TU} Berlin and Fraunhofer {FIRST} {(TUBFI)}
to the ImageCLEF2011 Photo Annotation Task},
booktitle = {{CLEF} 2011 Labs and Workshop, Notebook Papers, 19-22 September 2011,
Amsterdam, The Netherlands},
series = {{CEUR} Workshop Proceedings},
volume = {1177},
publisher = {CEUR-WS.org},
year = {2011},
url = {https://ceur-ws.org/Vol-1177/CLEF2011wn-ImageCLEF-BinderEt2011.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:36 +0100},
biburl = {https://dblp.org/rec/conf/clef/BinderSKMMK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/PorbadnigkSBRBS11,
author = {Anne K. Porbadnigk and
Simon Scholler and
Benjamin Blankertz and
Arnd Ritz and
Matthias Born and
Robert Scholl and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio and
Matthias Sebastian Treder},
title = {Revealing the neural response to imperceptible peripheral flicker
with machine learning},
booktitle = {33rd Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2011, Boston, MA, USA, August
30 - Sept. 3, 2011},
pages = {3692--3695},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IEMBS.2011.6090625},
doi = {10.1109/IEMBS.2011.6090625},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/PorbadnigkSBRBS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/FazliDSM11,
author = {Siamac Fazli and
M{\'{a}}rton Dan{\'{o}}czy and
J{\"{u}}rg Schelldorfer and
Klaus{-}Robert M{\"{u}}ller},
editor = {Timo Honkela and
Wlodzislaw Duch and
Mark A. Girolami and
Samuel Kaski},
title = {{\(\mathscr{l}\)}\({}_{\mbox{1}}\)-Penalized Linear Mixed-Effects
Models for {BCI}},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2011 - 21st
International Conference on Artificial Neural Networks, Espoo, Finland,
June 14-17, 2011, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {6791},
pages = {26--35},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-21735-7\_4},
doi = {10.1007/978-3-642-21735-7\_4},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/FazliDSM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlsp/JenssenKSZM11,
author = {Robert Jenssen and
Marius Kloft and
S{\"{o}}ren Sonnenburg and
Alexander Zien and
Klaus{-}Robert M{\"{u}}ller},
title = {A new scatter-based multi-class support vector machine},
booktitle = {2011 {IEEE} International Workshop on Machine Learning for Signal
Processing, {MLSP} 2011, Beijing, China, September 18-21, 2011},
pages = {1--6},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/MLSP.2011.6064625},
doi = {10.1109/MLSP.2011.6064625},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/mlsp/JenssenKSZM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BiessmannMLMM11,
author = {Felix Bie{\ss}mann and
Yusuke Murayama and
Nikos K. Logothetis and
Klaus{-}Robert M{\"{u}}ller and
Frank C. Meinecke},
editor = {Georg Langs and
Irina Rish and
Moritz Grosse{-}Wentrup and
Brian Murphy},
title = {Non-separable Spatiotemporal Brain Hemodynamics Contain Neural Information},
booktitle = {Machine Learning and Interpretation in Neuroimaging - International
Workshop, {MLINI} 2011, Held at {NIPS} 2011, Sierra Nevada, Spain,
December 16-17, 2011, Revised Selected and Invited Contributions},
series = {Lecture Notes in Computer Science},
volume = {7263},
pages = {140--147},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-34713-9\_18},
doi = {10.1007/978-3-642-34713-9\_18},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/nips/BiessmannMLMM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HaufeNNM11,
author = {Stefan Haufe and
Vadim V. Nikulin and
Guido Nolte and
Klaus{-}Robert M{\"{u}}ller},
editor = {Georg Langs and
Irina Rish and
Moritz Grosse{-}Wentrup and
Brian Murphy},
title = {Pitfalls in EEG-Based Brain Effective Connectivity Analysis},
booktitle = {Machine Learning and Interpretation in Neuroimaging - International
Workshop, {MLINI} 2011, Held at {NIPS} 2011, Sierra Nevada, Spain,
December 16-17, 2011, Revised Selected and Invited Contributions},
series = {Lecture Notes in Computer Science},
volume = {7263},
pages = {202--209},
publisher = {Springer},
year = {2011},
url = {https://doi.org/10.1007/978-3-642-34713-9\_26},
doi = {10.1007/978-3-642-34713-9\_26},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HaufeNNM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1108-2486,
author = {Duncan A. J. Blythe and
Paul von B{\"{u}}nau and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Feature Extraction for Change-Point Detection using Stationary Subspace
Analysis},
journal = {CoRR},
volume = {abs/1108.2486},
year = {2011},
url = {http://arxiv.org/abs/1108.2486},
eprinttype = {arXiv},
eprint = {1108.2486},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1108-2486.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1109-3069,
author = {Daniel Bartz and
Kerr Hatrick and
Christian W. Hesse and
Klaus{-}Robert M{\"{u}}ller and
Steven Lemm},
title = {Directional Variance Adjustment: a novel covariance estimator for
high dimensional portfolio optimization},
journal = {CoRR},
volume = {abs/1109.3069},
year = {2011},
url = {http://arxiv.org/abs/1109.3069},
eprinttype = {arXiv},
eprint = {1109.3069},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1109-3069.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1112-3697,
author = {Alexander Binder and
Shinichi Nakajima and
Marius Kloft and
Christina M{\"{u}}ller and
Wojciech Samek and
Ulf Brefeld and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
title = {Insights from Classifying Visual Concepts with Multiple Kernel Learning},
journal = {CoRR},
volume = {abs/1112.3697},
year = {2011},
url = {http://arxiv.org/abs/1112.3697},
eprinttype = {arXiv},
eprint = {1112.3697},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1112-3697.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1112-5441,
author = {John C. Snyder and
Matthias Rupp and
Katja Hansen and
Klaus{-}Robert M{\"{u}}ller and
Kieron Burke},
title = {Finding Density Functionals with Machine Learning},
journal = {CoRR},
volume = {abs/1112.5441},
year = {2011},
url = {http://arxiv.org/abs/1112.5441},
eprinttype = {arXiv},
eprint = {1112.5441},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1112-5441.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fini/VenthurSWDTKMB10,
author = {Bastian Venthur and
Simon Scholler and
John Williamson and
Sven D{\"{a}}hne and
Matthias Sebastian Treder and
Maria T. Kramarek and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Pyff - {A} Pythonic Framework for Feedback Applications and Stimulus
Presentation in Neuroscience},
journal = {Frontiers Neuroinformatics},
volume = {4},
pages = {179},
year = {2010},
url = {https://doi.org/10.3389/fnins.2010.00179},
doi = {10.3389/FNINS.2010.00179},
timestamp = {Thu, 03 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fini/VenthurSWDTKMB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcheminf/RuppSSPHZRSMS10,
author = {Matthias Rupp and
Timon Schroeter and
Ramona Steri and
Ewgenij Proschak and
Katja Hansen and
Heiko Zettl and
Oliver Rau and
Manfred Schubert{-}Zsilavecz and
Klaus{-}Robert M{\"{u}}ller and
Gisbert Schneider},
title = {Kernel learning for ligand-based virtual screening: discovery of a
new PPAR{\(\gamma\)} agonist},
journal = {J. Cheminformatics},
volume = {2},
number = {{S-1}},
pages = {27},
year = {2010},
url = {https://doi.org/10.1186/1758-2946-2-S1-P27},
doi = {10.1186/1758-2946-2-S1-P27},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcheminf/RuppSSPHZRSMS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/SushkoNKPCLGHSMXLYOHDSTPAKMYFMTBHMMVPT10,
author = {Iurii Sushko and
Sergii Novotarskyi and
Robert K{\"{o}}rner and
Anil Kumar Pandey and
Artem Cherkasov and
Jiazhong Li and
Paola Gramatica and
Katja Hansen and
Timon Schroeter and
Klaus{-}Robert M{\"{u}}ller and
Lili Xi and
Huanxiang Liu and
Xiaojun Yao and
Tomas {\"{O}}berg and
Farhad Hormozdiari and
Phuong Dao and
S{\"{u}}leyman Cenk Sahinalp and
Roberto Todeschini and
Pavel G. Polishchuk and
Anatoly G. Artemenko and
Victor Kuzmin and
Todd Martin and
Douglas M. Young and
Denis Fourches and
Eugene N. Muratov and
Alexander Tropsha and
Igor I. Baskin and
Dragos Horvath and
Gilles Marcou and
Christophe Muller and
Alexandre Varnek and
Volodymyr V. Prokopenko and
Igor V. Tetko},
title = {Applicability Domains for Classification Problems: Benchmarking of
Distance to Models for Ames Mutagenicity Set},
journal = {J. Chem. Inf. Model.},
volume = {50},
number = {12},
pages = {2094--2111},
year = {2010},
url = {https://doi.org/10.1021/ci100253r},
doi = {10.1021/CI100253R},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcisd/SushkoNKPCLGHSMXLYOHDSTPAKMYFMTBHMMVPT10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/RieckKBM10,
author = {Konrad Rieck and
Tammo Krueger and
Ulf Brefeld and
Klaus{-}Robert M{\"{u}}ller},
title = {Approximate Tree Kernels},
journal = {J. Mach. Learn. Res.},
volume = {11},
pages = {555--580},
year = {2010},
url = {https://dl.acm.org/doi/10.5555/1756006.1756022},
doi = {10.5555/1756006.1756022},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/RieckKBM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BaehrensSHKHM10,
author = {David Baehrens and
Timon Schroeter and
Stefan Harmeling and
Motoaki Kawanabe and
Katja Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {How to Explain Individual Classification Decisions},
journal = {J. Mach. Learn. Res.},
volume = {11},
pages = {1803--1831},
year = {2010},
url = {https://dl.acm.org/doi/10.5555/1756006.1859912},
doi = {10.5555/1756006.1859912},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/BaehrensSHKHM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BiessmannMGRRLM10,
author = {Felix Bie{\ss}mann and
Frank C. Meinecke and
Arthur Gretton and
Alexander Rauch and
Gregor Rainer and
Nikos K. Logothetis and
Klaus{-}Robert M{\"{u}}ller},
title = {Temporal kernel {CCA} and its application in multimodal neuronal data
analysis},
journal = {Mach. Learn.},
volume = {79},
number = {1-2},
pages = {5--27},
year = {2010},
url = {https://doi.org/10.1007/s10994-009-5153-3},
doi = {10.1007/S10994-009-5153-3},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/BiessmannMGRRLM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/TomiokaM10,
author = {Ryota Tomioka and
Klaus{-}Robert M{\"{u}}ller},
title = {A regularized discriminative framework for {EEG} analysis with application
to brain-computer interface},
journal = {NeuroImage},
volume = {49},
number = {1},
pages = {415--432},
year = {2010},
url = {https://doi.org/10.1016/j.neuroimage.2009.07.045},
doi = {10.1016/J.NEUROIMAGE.2009.07.045},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/TomiokaM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/BlankertzSHHKMCD10,
author = {Benjamin Blankertz and
Claudia Sannelli and
Sebastian Halder and
Eva M. Hammer and
Andrea K{\"{u}}bler and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio and
Thorsten Dickhaus},
title = {Neurophysiological predictor of SMR-based {BCI} performance},
journal = {NeuroImage},
volume = {51},
number = {4},
pages = {1303--1309},
year = {2010},
url = {https://doi.org/10.1016/j.neuroimage.2010.03.022},
doi = {10.1016/J.NEUROIMAGE.2010.03.022},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/BlankertzSHHKMCD10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/HaufeTNMK10,
author = {Stefan Haufe and
Ryota Tomioka and
Guido Nolte and
Klaus{-}Robert M{\"{u}}ller and
Motoaki Kawanabe},
title = {Modeling Sparse Connectivity Between Underlying Brain Sources for
{EEG/MEG}},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {57},
number = {8},
pages = {1954--1963},
year = {2010},
url = {https://doi.org/10.1109/TBME.2010.2046325},
doi = {10.1109/TBME.2010.2046325},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/HaufeTNMK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hais/VidaurreSMB10,
author = {Carmen Vidaurre and
Claudia Sannelli and
Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
editor = {Manuel Gra{\~{n}}a Romay and
Emilio Corchado and
M. Teresa Garc{\'{\i}}a{-}Sebasti{\'{a}}n},
title = {Machine-Learning Based Co-adaptive Calibration: {A} Perspective to
Fight {BCI} Illiteracy},
booktitle = {Hybrid Artificial Intelligence Systems, 5th International Conference,
{HAIS} 2010, San Sebasti{\'{a}}n, Spain, June 23-25, 2010. Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {6076},
pages = {413--420},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-3-642-13769-3\_50},
doi = {10.1007/978-3-642-13769-3\_50},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hais/VidaurreSMB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MontavonBM10,
author = {Gr{\'{e}}goire Montavon and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Layer-wise analysis of deep networks with Gaussian kernels},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {1678--1686},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/7eabe3a1649ffa2b3ff8c02ebfd5659f-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MontavonBM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/HaufeMNK10,
author = {Stefan Haufe and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte and
Nicole Kr{\"{a}}mer},
editor = {Isabelle Guyon and
Dominik Janzing and
Bernhard Sch{\"{o}}lkopf},
title = {Sparse Causal Discovery in Multivariate Time Series},
booktitle = {Causality: Objectives and Assessment {(NIPS} 2008 Workshop), Whistler,
Canada, December 12, 2008},
series = {{JMLR} Proceedings},
volume = {6},
pages = {97--106},
publisher = {JMLR.org},
year = {2010},
url = {http://proceedings.mlr.press/v6/haufe10a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/HaufeMNK10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/NolteZKPM10,
author = {Guido Nolte and
Andreas Ziehe and
Nicole Kr{\"{a}}mer and
Florin Popescu and
Klaus{-}Robert M{\"{u}}ller},
editor = {Isabelle Guyon and
Dominik Janzing and
Bernhard Sch{\"{o}}lkopf},
title = {Comparison of Granger Causality and Phase Slope Index},
booktitle = {Causality: Objectives and Assessment {(NIPS} 2008 Workshop), Whistler,
Canada, December 12, 2008},
series = {{JMLR} Proceedings},
volume = {6},
pages = {267--276},
publisher = {JMLR.org},
year = {2010},
url = {http://proceedings.mlr.press/v6/nolte10a.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/NolteZKPM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/hci/FazliDPBM10,
author = {Siamac Fazli and
M{\'{a}}rton Dan{\'{o}}czy and
Florin Popescu and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Desney S. Tan and
Anton Nijholt},
title = {Using Rest Class and Control Paradigms for Brain Computer Interfacing},
booktitle = {Brain-Computer Interfaces - Applying our Minds to Human-Computer Interaction},
series = {Human-Computer Interaction Series},
pages = {55--70},
publisher = {Springer},
year = {2010},
url = {https://doi.org/10.1007/978-1-84996-272-8\_4},
doi = {10.1007/978-1-84996-272-8\_4},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/series/hci/FazliDPBM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bell/WahlRLDM09,
author = {Stefan Wahl and
Konrad Rieck and
Pavel Laskov and
Peter Domschitz and
Klaus{-}Robert M{\"{u}}ller},
title = {Securing {IMS} against novel threats},
journal = {Bell Labs Tech. J.},
volume = {14},
number = {1},
pages = {243--257},
year = {2009},
url = {https://doi.org/10.1002/bltj.20365},
doi = {10.1002/BLTJ.20365},
timestamp = {Thu, 27 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bell/WahlRLDM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijmms/WilliamsonMBKM09,
author = {John Williamson and
Roderick Murray{-}Smith and
Benjamin Blankertz and
Matthias Krauledat and
Klaus{-}Robert M{\"{u}}ller},
title = {Designing for uncertain, asymmetric control: Interaction design for
brain-computer interfaces},
journal = {Int. J. Hum. Comput. Stud.},
volume = {67},
number = {10},
pages = {827--841},
year = {2009},
url = {https://doi.org/10.1016/j.ijhcs.2009.05.009},
doi = {10.1016/J.IJHCS.2009.05.009},
timestamp = {Thu, 11 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijmms/WilliamsonMBKM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/HansenMSSLSHM09,
author = {Katja Hansen and
Sebastian Mika and
Timon Schroeter and
Andreas Sutter and
Antonius ter Laak and
Thomas Steger{-}Hartmann and
Nikolaus Heinrich and
Klaus{-}Robert M{\"{u}}ller},
title = {Benchmark Data Set for in Silico Prediction of Ames Mutagenicity},
journal = {J. Chem. Inf. Model.},
volume = {49},
number = {9},
pages = {2077--2081},
year = {2009},
url = {https://doi.org/10.1021/ci900161g},
doi = {10.1021/CI900161G},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcisd/HansenMSSLSHM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/IsaFM09,
author = {Tadashi Isa and
Eberhard E. Fetz and
Klaus{-}Robert M{\"{u}}ller},
title = {Recent advances in brain-machine interfaces},
journal = {Neural Networks},
volume = {22},
number = {9},
pages = {1201--1202},
year = {2009},
url = {https://doi.org/10.1016/j.neunet.2009.10.003},
doi = {10.1016/J.NEUNET.2009.10.003},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/IsaFM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/SannelliBM09,
author = {Claudia Sannelli and
Mikio L. Braun and
Klaus{-}Robert M{\"{u}}ller},
title = {Improving {BCI} performance by task-related trial pruning},
journal = {Neural Networks},
volume = {22},
number = {9},
pages = {1295--1304},
year = {2009},
url = {https://doi.org/10.1016/j.neunet.2009.08.006},
doi = {10.1016/J.NEUNET.2009.08.006},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/SannelliBM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/FazliPDBMG09,
author = {Siamac Fazli and
Florin Popescu and
M{\'{a}}rton Dan{\'{o}}czy and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller and
Cristian Grozea},
title = {Subject-independent mental state classification in single trials},
journal = {Neural Networks},
volume = {22},
number = {9},
pages = {1305--1312},
year = {2009},
url = {https://doi.org/10.1016/j.neunet.2009.06.003},
doi = {10.1016/J.NEUNET.2009.06.003},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/FazliPDBMG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/LemmMC09,
author = {Steven Lemm and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio},
title = {A Generalized Framework for Quantifying the Dynamics of {EEG} Event-Related
Desynchronization},
journal = {PLoS Comput. Biol.},
volume = {5},
number = {8},
year = {2009},
url = {https://doi.org/10.1371/journal.pcbi.1000453},
doi = {10.1371/JOURNAL.PCBI.1000453},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/LemmMC09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccvw/MeineckeBKM09,
author = {Frank C. Meinecke and
Paul von B{\"{u}}nau and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Learning invariances with Stationary Subspace Analysis},
booktitle = {12th {IEEE} International Conference on Computer Vision Workshops,
{ICCV} Workshops 2009, Kyoto, Japan, September 27 - October 4, 2009},
pages = {87--92},
publisher = {{IEEE} Computer Society},
year = {2009},
url = {https://doi.org/10.1109/ICCVW.2009.5457715},
doi = {10.1109/ICCVW.2009.5457715},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccvw/MeineckeBKM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/BunauMM09,
author = {Paul von B{\"{u}}nau and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
editor = {T{\"{u}}lay Adali and
Christian Jutten and
Jo{\~{a}}o Marcos Travassos Romano and
Allan Kardec Barros},
title = {Stationary Subspace Analysis},
booktitle = {Independent Component Analysis and Signal Separation, 8th International
Conference, {ICA} 2009, Paraty, Brazil, March 15-18, 2009. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5441},
pages = {1--8},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-00599-2\_1},
doi = {10.1007/978-3-642-00599-2\_1},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ida/BunauMM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/FazliDPBM09,
author = {Siamac Fazli and
M{\'{a}}rton Dan{\'{o}}czy and
Florin Popescu and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Joan Cabestany and
Francisco Sandoval Hern{\'{a}}ndez and
Alberto Prieto and
Juan M. Corchado},
title = {Using Rest Class and Control Paradigms for Brain Computer Interfacing},
booktitle = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th
International Work-Conference on Artificial Neural Networks, {IWANN}
2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5517},
pages = {651--665},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-02478-8\_82},
doi = {10.1007/978-3-642-02478-8\_82},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/FazliDPBM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/KawanabeVBM09,
author = {Motoaki Kawanabe and
Carmen Vidaurre and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Joan Cabestany and
Francisco Sandoval Hern{\'{a}}ndez and
Alberto Prieto and
Juan M. Corchado},
title = {A Maxmin Approach to Optimize Spatial Filters for {EEG} Single-Trial
Classification},
booktitle = {Bio-Inspired Systems: Computational and Ambient Intelligence, 10th
International Work-Conference on Artificial Neural Networks, {IWANN}
2009, Salamanca, Spain, June 10-12, 2009. Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5517},
pages = {674--682},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-02478-8\_84},
doi = {10.1007/978-3-642-02478-8\_84},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/KawanabeVBM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FazliGDBPM09,
author = {Siamac Fazli and
Cristian Grozea and
M{\'{a}}rton Dan{\'{o}}czy and
Benjamin Blankertz and
Florin Popescu and
Klaus{-}Robert M{\"{u}}ller},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Subject independent EEG-based {BCI} decoding},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {513--521},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/8a1e808b55fde9455cb3d8857ed88389-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/FazliGDBPM09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KloftBSLMZ09,
author = {Marius Kloft and
Ulf Brefeld and
S{\"{o}}ren Sonnenburg and
Pavel Laskov and
Klaus{-}Robert M{\"{u}}ller and
Alexander Zien},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Efficient and Accurate Lp-Norm Multiple Kernel Learning},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {997--1005},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/d516b13671a4179d9b7b458a6ebdeb92-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KloftBSLMZ09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0912-1128,
author = {David Baehrens and
Timon Schroeter and
Stefan Harmeling and
Motoaki Kawanabe and
Katja Hansen and
Klaus{-}Robert M{\"{u}}ller},
title = {How to Explain Individual Classification Decisions},
journal = {CoRR},
volume = {abs/0912.1128},
year = {2009},
url = {http://arxiv.org/abs/0912.1128},
eprinttype = {arXiv},
eprint = {0912.1128},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0912-1128.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/expert/NijholtTPBMAGPBM08,
author = {Anton Nijholt and
Desney S. Tan and
Gert Pfurtscheller and
Clemens Brunner and
Jos{\'{e}} del R. Mill{\'{a}}n and
Brendan Z. Allison and
Bernhard Graimann and
Florin Popescu and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
title = {Brain-Computer Interfacing for Intelligent Systems},
journal = {{IEEE} Intell. Syst.},
volume = {23},
number = {3},
pages = {72--79},
year = {2008},
url = {https://doi.org/10.1109/MIS.2008.41},
doi = {10.1109/MIS.2008.41},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/expert/NijholtTPBMAGPBM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ieicet/SugiyamaKBM08,
author = {Masashi Sugiyama and
Motoaki Kawanabe and
Gilles Blanchard and
Klaus{-}Robert M{\"{u}}ller},
title = {Approximating the Best Linear Unbiased Estimator of Non-Gaussian Signals
with Gaussian Noise},
journal = {{IEICE} Trans. Inf. Syst.},
volume = {91-D},
number = {5},
pages = {1577--1580},
year = {2008},
url = {https://doi.org/10.1093/ietisy/e91-d.5.1577},
doi = {10.1093/IETISY/E91-D.5.1577},
timestamp = {Sat, 11 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ieicet/SugiyamaKBM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/SchwaighoferSMHLLRHM08,
author = {Anton Schwaighofer and
Timon Schroeter and
Sebastian Mika and
Katja Hansen and
Antonius ter Laak and
Philip Lienau and
Andreas Reichel and
Nikolaus Heinrich and
Klaus{-}Robert M{\"{u}}ller},
title = {A Probabilistic Approach to Classifying Metabolic Stability},
journal = {J. Chem. Inf. Model.},
volume = {48},
number = {4},
pages = {785--796},
year = {2008},
url = {https://doi.org/10.1021/ci700142c},
doi = {10.1021/CI700142C},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcisd/SchwaighoferSMHLLRHM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BraunBM08,
author = {Mikio L. Braun and
Joachim M. Buhmann and
Klaus{-}Robert M{\"{u}}ller},
title = {On Relevant Dimensions in Kernel Feature Spaces},
journal = {J. Mach. Learn. Res.},
volume = {9},
pages = {1875--1908},
year = {2008},
url = {https://dl.acm.org/doi/10.5555/1390681.1442795},
doi = {10.5555/1390681.1442795},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/BraunBM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/HaufeNZMN08,
author = {Stefan Haufe and
Vadim V. Nikulin and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte},
title = {Combining sparsity and rotational invariance in {EEG/MEG} source reconstruction},
journal = {NeuroImage},
volume = {42},
number = {2},
pages = {726--738},
year = {2008},
url = {https://doi.org/10.1016/j.neuroimage.2008.04.246},
doi = {10.1016/J.NEUROIMAGE.2008.04.246},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/HaufeNZMN08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/SajdaMS08,
author = {Paul Sajda and
Klaus{-}Robert M{\"{u}}ller and
Krishna V. Shenoy},
title = {Brain-Computer Interfaces [from the guest editors]},
journal = {{IEEE} Signal Process. Mag.},
volume = {25},
number = {1},
pages = {16--17},
year = {2008},
url = {https://doi.org/10.1109/MSP.2008.4408438},
doi = {10.1109/MSP.2008.4408438},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/SajdaMS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/BlankertzTLKM08,
author = {Benjamin Blankertz and
Ryota Tomioka and
Steven Lemm and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimizing Spatial filters for Robust {EEG} Single-Trial Analysis},
journal = {{IEEE} Signal Process. Mag.},
volume = {25},
number = {1},
pages = {41--56},
year = {2008},
url = {https://doi.org/10.1109/MSP.2008.4408441},
doi = {10.1109/MSP.2008.4408441},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/BlankertzTLKM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/BlankertzLKDCM08,
author = {Benjamin Blankertz and
Florian Losch and
Matthias Krauledat and
Guido Dornhege and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {The Berlin Brain-Computer Interface: Accurate Performance From First-Session
in BCI-Na{\"{I}}ve Subjects},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {55},
number = {10},
pages = {2452--2462},
year = {2008},
url = {https://doi.org/10.1109/TBME.2008.923152},
doi = {10.1109/TBME.2008.923152},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/BlankertzLKDCM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/FrancLM08,
author = {Vojtech Franc and
Pavel Laskov and
Klaus{-}Robert M{\"{u}}ller},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Stopping conditions for exact computation of leave-one-out error in
support vector machines},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {328--335},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390198},
doi = {10.1145/1390156.1390198},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/FrancLM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iptcomm/RieckWLDM08,
author = {Konrad Rieck and
Stefan Wahl and
Pavel Laskov and
Peter Domschitz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Henning Schulzrinne and
Radu State and
Saverio Niccolini},
title = {A Self-learning System for Detection of Anomalous {SIP} Messages},
booktitle = {Principles, Systems and Applications of {IP} Telecommunications. Services
and Security for Next Generation Networks, Second International Conference,
IPTComm 2008, Heidelberg, Germany, July 1-2, 2008. Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {5310},
pages = {90--106},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-89054-6\_5},
doi = {10.1007/978-3-540-89054-6\_5},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iptcomm/RieckWLDM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HaufeNZMN08,
author = {Stefan Haufe and
Vadim V. Nikulin and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Estimating vector fields using sparse basis field expansions},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {617--624},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/1679091c5a880faf6fb5e6087eb1b2dc-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/HaufeNZMN08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TangermannKGSBVM08,
author = {Michael Tangermann and
Matthias Krauledat and
Konrad Grzeska and
Max Sagebaum and
Benjamin Blankertz and
Carmen Vidaurre and
Klaus{-}Robert M{\"{u}}ller},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Playing Pinball with non-invasive {BCI}},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {1641--1648},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/f0e52b27a7a5d6a1a87373dffa53dbe5-Abstract.html},
timestamp = {Fri, 21 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/TangermannKGSBVM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wcci/BlankertzTPKFDCM08,
author = {Benjamin Blankertz and
Michael Tangermann and
Florin Popescu and
Matthias Krauledat and
Siamac Fazli and
M{\'{a}}rton D{\'{o}}naczy and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
editor = {Jacek M. Zurada and
Gary G. Yen and
Jun Wang},
title = {The Berlin Brain-Computer Interface},
booktitle = {Computational Intelligence: Research Frontiers, {IEEE} World Congress
on Computational Intelligence, {WCCI} 2008, Hong Kong, China, June
1-6, 2008, Plenary/Invited Lectures},
series = {Lecture Notes in Computer Science},
volume = {5050},
pages = {79--101},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-68860-0\_4},
doi = {10.1007/978-3-540-68860-0\_4},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/wcci/BlankertzTPKFDCM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijmms/KrepkiCBM07,
author = {Roman Krepki and
Gabriel Curio and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
title = {Berlin Brain-Computer Interface - The {HCI} communication channel
for discovery},
journal = {Int. J. Hum. Comput. Stud.},
volume = {65},
number = {5},
pages = {460--477},
year = {2007},
url = {https://doi.org/10.1016/j.ijhcs.2006.11.010},
doi = {10.1016/J.IJHCS.2006.11.010},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijmms/KrepkiCBM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcamd/SchroeterSMLSGHM07,
author = {Timon Schroeter and
Anton Schwaighofer and
Sebastian Mika and
Antonius ter Laak and
Detlev S{\"{u}}lzle and
Ursula Ganzer and
Nikolaus Heinrich and
Klaus{-}Robert M{\"{u}}ller},
title = {Estimating the domain of applicability for machine learning {QSAR}
models: a study on aqueous solubility of drug discovery molecules},
journal = {J. Comput. Aided Mol. Des.},
volume = {21},
number = {9},
pages = {485--498},
year = {2007},
url = {https://doi.org/10.1007/s10822-007-9125-z},
doi = {10.1007/S10822-007-9125-Z},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcamd/SchroeterSMLSGHM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcamd/SchroeterSMLSGHM07a,
author = {Timon Schroeter and
Anton Schwaighofer and
Sebastian Mika and
Antonius ter Laak and
Detlev S{\"{u}}lzle and
Ursula Ganzer and
Nikolaus Heinrich and
Klaus{-}Robert M{\"{u}}ller},
title = {Estimating the domain of applicability for machine learning {QSAR}
models: a study on aqueous solubility of drug discovery molecules},
journal = {J. Comput. Aided Mol. Des.},
volume = {21},
number = {12},
pages = {651--664},
year = {2007},
url = {https://doi.org/10.1007/s10822-007-9160-9},
doi = {10.1007/S10822-007-9160-9},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcamd/SchroeterSMLSGHM07a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/SchwaighoferSMLLSGHM07,
author = {Anton Schwaighofer and
Timon Schroeter and
Sebastian Mika and
Julian Laub and
Antonius ter Laak and
Detlev S{\"{u}}lzle and
Ursula Ganzer and
Nikolaus Heinrich and
Klaus{-}Robert M{\"{u}}ller},
title = {Accurate Solubility Prediction with Error Bars for Electrolytes: {A}
Machine Learning Approach},
journal = {J. Chem. Inf. Model.},
volume = {47},
number = {2},
pages = {407--424},
year = {2007},
url = {https://doi.org/10.1021/ci600205g},
doi = {10.1021/CI600205G},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcisd/SchwaighoferSMLLSGHM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SugiyamaKM07,
author = {Masashi Sugiyama and
Matthias Krauledat and
Klaus{-}Robert M{\"{u}}ller},
title = {Covariate Shift Adaptation by Importance Weighted Cross Validation},
journal = {J. Mach. Learn. Res.},
volume = {8},
pages = {985--1005},
year = {2007},
url = {https://dl.acm.org/doi/10.5555/1314498.1390324},
doi = {10.5555/1314498.1390324},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SugiyamaKM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SonnenburgBOBBHLMPRRSSVWW07,
author = {S{\"{o}}ren Sonnenburg and
Mikio L. Braun and
Cheng Soon Ong and
Samy Bengio and
L{\'{e}}on Bottou and
Geoffrey Holmes and
Yann LeCun and
Klaus{-}Robert M{\"{u}}ller and
Fernando Pereira and
Carl Edward Rasmussen and
Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Pascal Vincent and
Jason Weston and
Robert C. Williamson},
title = {The Need for Open Source Software in Machine Learning},
journal = {J. Mach. Learn. Res.},
volume = {8},
pages = {2443--2466},
year = {2007},
url = {https://dl.acm.org/doi/10.5555/1314498.1314577},
doi = {10.5555/1314498.1314577},
timestamp = {Fri, 30 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/SonnenburgBOBBHLMPRRSSVWW07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/BlanchardSRM07,
author = {Gilles Blanchard and
Christin Sch{\"{a}}fer and
Yves Rozenholc and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimal dyadic decision trees},
journal = {Mach. Learn.},
volume = {66},
number = {2-3},
pages = {209--241},
year = {2007},
url = {https://doi.org/10.1007/s10994-007-0717-6},
doi = {10.1007/S10994-007-0717-6},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/BlanchardSRM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mta/KrepkiBCM07,
author = {Roman Krepki and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {The Berlin Brain-Computer Interface {(BBCI)} - towards a new communication
channel for online control in gaming applications},
journal = {Multim. Tools Appl.},
volume = {33},
number = {1},
pages = {73--90},
year = {2007},
url = {https://doi.org/10.1007/s11042-006-0094-3},
doi = {10.1007/S11042-006-0094-3},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mta/KrepkiBCM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/BlankertzDKMC07,
author = {Benjamin Blankertz and
Guido Dornhege and
Matthias Krauledat and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio},
title = {The non-invasive Berlin Brain-Computer Interface: Fast acquisition
of effective performance in untrained subjects},
journal = {NeuroImage},
volume = {37},
number = {2},
pages = {539--550},
year = {2007},
url = {https://doi.org/10.1016/j.neuroimage.2007.01.051},
doi = {10.1016/J.NEUROIMAGE.2007.01.051},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/BlankertzDKMC07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/RatschSSWMSS07,
author = {Gunnar R{\"{a}}tsch and
S{\"{o}}ren Sonnenburg and
Jagan Srinivasan and
Hanh Witte and
Klaus{-}Robert M{\"{u}}ller and
Ralf J. Sommer and
Bernhard Sch{\"{o}}lkopf},
title = {Improving the \emph{Caenorhabditis elegans} Genome Annotation Using
Machine Learning},
journal = {PLoS Comput. Biol.},
volume = {3},
number = {2},
year = {2007},
url = {https://doi.org/10.1371/journal.pcbi.0030020},
doi = {10.1371/JOURNAL.PCBI.0030020},
timestamp = {Thu, 10 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/RatschSSWMSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hci/MullerKDCB07,
author = {Klaus{-}Robert M{\"{u}}ller and
Matthias Krauledat and
Guido Dornhege and
Gabriel Curio and
Benjamin Blankertz},
editor = {Michael J. Smith and
Gavriel Salvendy},
title = {Machine Learning and Applications for Brain-Computer Interfacing},
booktitle = {Human Interface and the Management of Information. Methods, Techniques
and Tools in Information Design, Symposium on Human Interface 2007,
Held as Part of {HCI} International 2007, Beijing, China, July 22-27,
2007, Proceedings Part {I}},
series = {Lecture Notes in Computer Science},
volume = {4557},
pages = {705--714},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73345-4\_80},
doi = {10.1007/978-3-540-73345-4\_80},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hci/MullerKDCB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hci/BlankertzKDWMM07,
author = {Benjamin Blankertz and
Matthias Krauledat and
Guido Dornhege and
John Williamson and
Roderick Murray{-}Smith and
Klaus{-}Robert M{\"{u}}ller},
editor = {Constantine Stephanidis},
title = {A Note on Brain Actuated Spelling with the Berlin Brain-Computer Interface},
booktitle = {Universal Access in Human-Computer Interaction. Ambient Interaction,
4th International Conference on Universal Access in Human-Computer
Interaction, {UAHCI} 2007 Held as Part of {HCI} International 2007
Beijing, China, July 22-27, 2007 Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {4555},
pages = {759--768},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-73281-5\_83},
doi = {10.1007/978-3-540-73281-5\_83},
timestamp = {Thu, 11 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hci/BlankertzKDWMM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/YamazakiKWSM07,
author = {Keisuke Yamazaki and
Motoaki Kawanabe and
Sumio Watanabe and
Masashi Sugiyama and
Klaus{-}Robert M{\"{u}}ller},
editor = {Zoubin Ghahramani},
title = {Asymptotic Bayesian generalization error when training and test distributions
are different},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
{(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
series = {{ACM} International Conference Proceeding Series},
volume = {227},
pages = {1079--1086},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1273496.1273632},
doi = {10.1145/1273496.1273632},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/YamazakiKWSM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nato/LaskovRM07,
author = {Pavel Laskov and
Konrad Rieck and
Klaus{-}Robert M{\"{u}}ller},
editor = {Fran{\c{c}}oise Fogelman{-}Souli{\'{e}} and
Domenico Perrotta and
Jakub Piskorski and
Ralf Steinberger},
title = {Machine Learning for Intrusion Detection},
booktitle = {Mining Massive Data Sets for Security - Advances in Data Mining, Search,
Social Networks and Text Mining, and their Applications to Security,
Proceedings of the {NATO} Advanced Study Institute on Mining Massive
Data Sets for Security, Gazzada (Varese), Italy, 10-21 September 2007},
series = {{NATO} Science for Peace and Security Series - {D:} Information and
Communication Security},
volume = {19},
pages = {366--373},
publisher = {{IOS} Press},
year = {2007},
url = {https://doi.org/10.3233/978-1-58603-898-4-366},
doi = {10.3233/978-1-58603-898-4-366},
timestamp = {Mon, 06 May 2019 12:23:28 +0200},
biburl = {https://dblp.org/rec/conf/nato/LaskovRM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BlankertzKTHNM07,
author = {Benjamin Blankertz and
Motoaki Kawanabe and
Ryota Tomioka and
Friederike U. Hohlefeld and
Vadim V. Nikulin and
Klaus{-}Robert M{\"{u}}ller},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {Invariant Common Spatial Patterns: Alleviating Nonstationarities in
Brain-Computer Interfacing},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {113--120},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/6aab1270668d8cac7cef2566a1c5f569-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BlankertzKTHNM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ObaKMI07,
author = {Shigeyuki Oba and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller and
Shin Ishii},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {Heterogeneous Component Analysis},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {1097--1104},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/a8abb4bb284b5b27aa7cb790dc20f80b-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ObaKMI07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/HarmelingDTMM06,
author = {Stefan Harmeling and
Guido Dornhege and
David M. J. Tax and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {From outliers to prototypes: Ordering data},
journal = {Neurocomputing},
volume = {69},
number = {13-15},
pages = {1608--1618},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.05.015},
doi = {10.1016/J.NEUCOM.2005.05.015},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/HarmelingDTMM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BlanchardKSSM06,
author = {Gilles Blanchard and
Motoaki Kawanabe and
Masashi Sugiyama and
Vladimir G. Spokoiny and
Klaus{-}Robert M{\"{u}}ller},
title = {In Search of Non-Gaussian Components of a High-Dimensional Distribution},
journal = {J. Mach. Learn. Res.},
volume = {7},
pages = {247--282},
year = {2006},
url = {http://jmlr.org/papers/v7/blanchard06a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/BlanchardKSSM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LaskovGKM06,
author = {Pavel Laskov and
Christian Gehl and
Stefan Kr{\"{u}}ger and
Klaus{-}Robert M{\"{u}}ller},
title = {Incremental Support Vector Learning: Analysis, Implementation and
Applications},
journal = {J. Mach. Learn. Res.},
volume = {7},
pages = {1909--1936},
year = {2006},
url = {http://jmlr.org/papers/v7/laskov06a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LaskovGKM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jucs/BlankertzDLKCM06,
author = {Benjamin Blankertz and
Guido Dornhege and
Steven Lemm and
Matthias Krauledat and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {The Berlin Brain-Computer Interface: Machine Learning Based Detection
of User Specific Brain States},
journal = {J. Univers. Comput. Sci.},
volume = {12},
number = {6},
pages = {581--607},
year = {2006},
url = {https://doi.org/10.3217/jucs-012-06-0581},
doi = {10.3217/JUCS-012-06-0581},
timestamp = {Thu, 07 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jucs/BlankertzDLKCM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Muller06,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Das Berliner Brain-Computer Interface},
journal = {K{\"{u}}nstliche Intell.},
volume = {20},
number = {4},
pages = {60--61},
year = {2006},
url = {http://www.kuenstliche-intelligenz.de/index.php?id=7750\&\#38;tx\_ki\_pi1\%5BshowUid\%5D=1213\&\#38;cHash=83d5b59ed7},
timestamp = {Thu, 09 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ki/Muller06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/LaubRBM06,
author = {Julian Laub and
Volker Roth and
Joachim M. Buhmann and
Klaus{-}Robert M{\"{u}}ller},
title = {On the information and representation of non-Euclidean pairwise data},
journal = {Pattern Recognit.},
volume = {39},
number = {10},
pages = {1815--1826},
year = {2006},
url = {https://doi.org/10.1016/j.patcog.2006.04.016},
doi = {10.1016/J.PATCOG.2006.04.016},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/LaubRBM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/spm/MullerB06,
author = {Klaus{-}Robert M{\"{u}}ller and
Benjamin Blankertz},
title = {Toward noninvasive brain-computer interfaces},
journal = {{IEEE} Signal Process. Mag.},
volume = {23},
number = {5},
pages = {128--126},
year = {2006},
url = {https://doi.org/10.1109/MSP.2006.1708426},
doi = {10.1109/MSP.2006.1708426},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/spm/MullerB06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/LemmCHM06,
author = {Steven Lemm and
Gabriel Curio and
Yevhen Hlushchuk and
Klaus{-}Robert M{\"{u}}ller},
title = {Enhancing the signal-to-noise ratio of ICA-based extracted ERPs},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {53},
number = {4},
pages = {601--607},
year = {2006},
url = {https://doi.org/10.1109/TBME.2006.870258},
doi = {10.1109/TBME.2006.870258},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/LemmCHM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/DornhegeBKLCM06,
author = {Guido Dornhege and
Benjamin Blankertz and
Matthias Krauledat and
Florian Losch and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {Combined Optimization of Spatial and Temporal Filters for Improving
Brain-Computer Interfacing},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {53},
number = {11},
pages = {2274--2281},
year = {2006},
url = {https://doi.org/10.1109/TBME.2006.883649},
doi = {10.1109/TBME.2006.883649},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/DornhegeBKLCM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/SugiyamaBKDM06,
author = {Masashi Sugiyama and
Benjamin Blankertz and
Matthias Krauledat and
Guido Dornhege and
Klaus{-}Robert M{\"{u}}ller},
editor = {Katrin Franke and
Klaus{-}Robert M{\"{u}}ller and
Bertram Nickolay and
Ralf Sch{\"{a}}fer},
title = {Importance-Weighted Cross-Validation for Covariate Shift},
booktitle = {Pattern Recognition, 28th {DAGM} Symposium, Berlin, Germany, September
12-14, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4174},
pages = {354--363},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11861898\_36},
doi = {10.1007/11861898\_36},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dagm/SugiyamaBKDM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/RieckLM06,
author = {Konrad Rieck and
Pavel Laskov and
Klaus{-}Robert M{\"{u}}ller},
editor = {Katrin Franke and
Klaus{-}Robert M{\"{u}}ller and
Bertram Nickolay and
Ralf Sch{\"{a}}fer},
title = {Efficient Algorithms for Similarity Measures over Sequential Data:
{A} Look Beyond Kernels},
booktitle = {Pattern Recognition, 28th {DAGM} Symposium, Berlin, Germany, September
12-14, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4174},
pages = {374--383},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11861898\_38},
doi = {10.1007/11861898\_38},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dagm/RieckLM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/TomiokaDNAM06,
author = {Ryota Tomioka and
Guido Dornhege and
Guido Nolte and
Kazuyuki Aihara and
Klaus{-}Robert M{\"{u}}ller},
editor = {Katrin Franke and
Klaus{-}Robert M{\"{u}}ller and
Bertram Nickolay and
Ralf Sch{\"{a}}fer},
title = {Optimizing Spectral Filters for Single Trial {EEG} Classification},
booktitle = {Pattern Recognition, 28th {DAGM} Symposium, Berlin, Germany, September
12-14, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4174},
pages = {414--423},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11861898\_42},
doi = {10.1007/11861898\_42},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dagm/TomiokaDNAM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/Muller06,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Algorithms for on-line differentiation of neuroelectric activities},
booktitle = {28th International Conference of the {IEEE} Engineering in Medicine
and Biology Society, {EMBC} 2006, New York City, NY, USA, August 30
- September 3, 2006, Supplement Volume},
pages = {6525},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IEMBS.2006.260884},
doi = {10.1109/IEMBS.2006.260884},
timestamp = {Tue, 01 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/Muller06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/KrauledatBDTCM06,
author = {Matthias Krauledat and
Benjamin Blankertz and
Guido Dornhege and
Michael Tangermann and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {On-line Differentiation Of Neuroelectric Activities: Algorithms And
applications},
booktitle = {28th International Conference of the {IEEE} Engineering in Medicine
and Biology Society, {EMBC} 2006, New York City, NY, USA, August 30
- September 3, 2006, Supplement Volume},
pages = {6715--6719},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IEMBS.2006.260929},
doi = {10.1109/IEMBS.2006.260929},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/KrauledatBDTCM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica/KawanabeBSSM06,
author = {Motoaki Kawanabe and
Gilles Blanchard and
Masashi Sugiyama and
Vladimir G. Spokoiny and
Klaus{-}Robert M{\"{u}}ller},
editor = {Justinian P. Rosca and
Deniz Erdogmus and
Jos{\'{e}} Carlos Pr{\'{\i}}ncipe and
Simon Haykin},
title = {A Novel Dimension Reduction Procedure for Searching Non-Gaussian Subspaces},
booktitle = {Independent Component Analysis and Blind Signal Separation, 6th International
Conference, {ICA} 2006, Charleston, SC, USA, March 5-8, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3889},
pages = {149--156},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11679363\_19},
doi = {10.1007/11679363\_19},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ica/KawanabeBSSM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/YamazakiNWM06,
author = {Keisuke Yamazaki and
Kenji Nagata and
Sumio Watanabe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Stefanos D. Kollias and
Andreas Stafylopatis and
Wlodzislaw Duch and
Erkki Oja},
title = {A Model Selection Method Based on Bound of Learning Coefficient},
booktitle = {Artificial Neural Networks - {ICANN} 2006, 16th International Conference,
Athens, Greece, September 10-14, 2006. Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {4132},
pages = {371--380},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11840930\_38},
doi = {10.1007/11840930\_38},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/YamazakiNWM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/SugiyamaKBSM06,
author = {Masashi Sugiyama and
Motoaki Kawanabe and
Gilles Blanchard and
Vladimir G. Spokoiny and
Klaus{-}Robert M{\"{u}}ller},
title = {Obtaining the Best Linear Unbiased Estimator of Noisy Signals by Non-Gaussian
Component Analysis},
booktitle = {2006 {IEEE} International Conference on Acoustics Speech and Signal
Processing, {ICASSP} 2006, Toulouse, France, May 14-19, 2006},
pages = {608--611},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/ICASSP.2006.1660727},
doi = {10.1109/ICASSP.2006.1660727},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/SugiyamaKBSM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BraunBM06,
author = {Mikio L. Braun and
Joachim M. Buhmann and
Klaus{-}Robert M{\"{u}}ller},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {Denoising and Dimension Reduction in Feature Space},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {185--192},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/fedf67d6f3d7341c1c1e8a54774987d3-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BraunBM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KrauledatSBM06,
author = {Matthias Krauledat and
Michael Schr{\"{o}}der and
Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {Reducing Calibration Time For Brain-Computer Interfaces: {A} Clustering
Approach},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {753--760},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/275d7fb2fd45098ad5c3ece2ed4a2824-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KrauledatSBM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LaubMMW06,
author = {Julian Laub and
Jakob H. Macke and
Klaus{-}Robert M{\"{u}}ller and
Felix A. Wichmann},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {Inducing Metric Violations in Human Similarity Judgements},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {777--784},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/748d6b6ed8e13f857ceaa6cfbdca14b8-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LaubMMW06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TomiokaAM06,
author = {Ryota Tomioka and
Kazuyuki Aihara and
Klaus{-}Robert M{\"{u}}ller},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {Logistic Regression for Single Trial {EEG} Classification},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {1377--1384},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/35937e34256cf4e5b2f7da08871d2a0b-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TomiokaAM06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/dagm/2006,
editor = {Katrin Franke and
Klaus{-}Robert M{\"{u}}ller and
Bertram Nickolay and
Ralf Sch{\"{a}}fer},
title = {Pattern Recognition, 28th {DAGM} Symposium, Berlin, Germany, September
12-14, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4174},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11861898},
doi = {10.1007/11861898},
isbn = {3-540-44412-2},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dagm/2006.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/imst/MeineckeHM05,
author = {Frank C. Meinecke and
Stefan Harmeling and
Klaus{-}Robert M{\"{u}}ller},
title = {Inlier-based {ICA} with an application to superimposed images},
journal = {Int. J. Imaging Syst. Technol.},
volume = {15},
number = {1},
pages = {48--55},
year = {2005},
url = {https://doi.org/10.1002/ima.20037},
doi = {10.1002/IMA.20037},
timestamp = {Thu, 18 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/imst/MeineckeHM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/MullerRSMGH05,
author = {Klaus{-}Robert M{\"{u}}ller and
Gunnar R{\"{a}}tsch and
S{\"{o}}ren Sonnenburg and
Sebastian Mika and
Michael Grimm and
Nikolaus Heinrich},
title = {Classifying 'Drug-likeness' with Kernel-Based Learning Methods},
journal = {J. Chem. Inf. Model.},
volume = {45},
number = {2},
pages = {249--253},
year = {2005},
url = {https://doi.org/10.1021/ci049737o},
doi = {10.1021/CI049737O},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcisd/MullerRSMGH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KawanabeM05,
author = {Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Estimating Functions for Blind Separation When Sources Have Variance
Dependencies},
journal = {J. Mach. Learn. Res.},
volume = {6},
pages = {453--482},
year = {2005},
url = {http://jmlr.org/papers/v6/kawanabe05a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KawanabeM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/LemmBCM05,
author = {Steven Lemm and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {Spatio-spectral filters for improving the classification of single
trial {EEG}},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {52},
number = {9},
pages = {1541--1548},
year = {2005},
url = {https://doi.org/10.1109/TBME.2005.851521},
doi = {10.1109/TBME.2005.851521},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/LemmBCM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SugiyamaM05,
author = {Masashi Sugiyama and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wlodzislaw Duch and
Janusz Kacprzyk and
Erkki Oja and
Slawomir Zadrozny},
title = {Model Selection Under Covariate Shift},
booktitle = {Artificial Neural Networks: Formal Models and Their Applications -
{ICANN} 2005, 15th International Conference, Warsaw, Poland, September
11-15, 2005, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {3697},
pages = {235--240},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11550907\_37},
doi = {10.1007/11550907\_37},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/SugiyamaM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BlanchardSKSM05,
author = {Gilles Blanchard and
Masashi Sugiyama and
Motoaki Kawanabe and
Vladimir G. Spokoiny and
Klaus{-}Robert M{\"{u}}ller},
title = {Non-Gaussian Component Analysis: a Semi-parametric Framework for Linear
Dimension Reduction},
booktitle = {Advances in Neural Information Processing Systems 18 [Neural Information
Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
Columbia, Canada]},
pages = {131--138},
year = {2005},
url = {https://proceedings.neurips.cc/paper/2005/hash/3070e6addcd702cb58de5d7897bfdae1-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BlanchardSKSM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DornhegeBKLCM05,
author = {Guido Dornhege and
Benjamin Blankertz and
Matthias Krauledat and
Florian Losch and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {Optimizing spatio-temporal filters for improving Brain-Computer Interfacing},
booktitle = {Advances in Neural Information Processing Systems 18 [Neural Information
Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
Columbia, Canada]},
pages = {315--322},
year = {2005},
url = {https://proceedings.neurips.cc/paper/2005/hash/6e0e24295e8a86282cb559b860416812-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DornhegeBKLCM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/NolteZMM05,
author = {Guido Nolte and
Andreas Ziehe and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Analyzing Coupled Brain Sources: Distinguishing True from Spurious
Interaction},
booktitle = {Advances in Neural Information Processing Systems 18 [Neural Information
Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
Columbia, Canada]},
pages = {1027--1034},
year = {2005},
url = {https://proceedings.neurips.cc/paper/2005/hash/ae587cfeea5ac21a8f1c1ea51027fef0-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/NolteZMM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sicherheit/LaskovRSM05,
author = {Pavel Laskov and
Konrad Rieck and
Christin Sch{\"{a}}fer and
Klaus{-}Robert M{\"{u}}ller},
editor = {Hannes Federrath},
title = {Visualization of anomaly detection using prediction sensitivity},
booktitle = {Sicherheit 2005: Sicherheit - Schutz und Zuverl{\"{a}}ssigkeit,
Beitr{\"{a}}ge der 2. Jahrestagung des Fachbereichs Sicherheit
der Gesellschaft f{\"{u}}r Informatik e.v. (GI), 5.-8. April
2005 in Regensburg},
series = {{LNI}},
volume = {{P-62}},
pages = {197--208},
publisher = {{GI}},
year = {2005},
url = {https://dl.gi.de/handle/20.500.12116/28373},
timestamp = {Tue, 04 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sicherheit/LaskovRSM05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijbc/MullerVMZ04,
author = {Klaus{-}Robert M{\"{u}}ller and
Ricardo Vig{\'{a}}rio and
Frank C. Meinecke and
Andreas Ziehe},
title = {Blind Source Separation Techniques for Decomposing Event-Related Brain
Signals},
journal = {Int. J. Bifurc. Chaos},
volume = {14},
number = {2},
pages = {773--791},
year = {2004},
url = {https://doi.org/10.1142/S0218127404009466},
doi = {10.1142/S0218127404009466},
timestamp = {Wed, 19 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijbc/MullerVMZ04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ZieheLNM04,
author = {Andreas Ziehe and
Pavel Laskov and
Guido Nolte and
Klaus{-}Robert M{\"{u}}ller},
title = {A Fast Algorithm for Joint Diagonalization with Non-orthogonal Transformations
and its Application to Blind Source Separation},
journal = {J. Mach. Learn. Res.},
volume = {5},
pages = {777--800},
year = {2004},
url = {http://jmlr.org/papers/volume5/ziehe04a/ziehe04a.pdf},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ZieheLNM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LaubM04,
author = {Julian Laub and
Klaus{-}Robert M{\"{u}}ller},
title = {Feature Discovery in Non-Metric Pairwise Data},
journal = {J. Mach. Learn. Res.},
volume = {5},
pages = {801--818},
year = {2004},
url = {http://jmlr.org/papers/volume5/laub04a/laub04a.pdf},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/LaubM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/TsudaAKM04,
author = {Koji Tsuda and
Shotaro Akaho and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Asymptotic Properties of the Fisher Kernel},
journal = {Neural Comput.},
volume = {16},
number = {1},
pages = {115--137},
year = {2004},
url = {https://doi.org/10.1162/08997660460734029},
doi = {10.1162/08997660460734029},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/TsudaAKM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SugiyamaKM04,
author = {Masashi Sugiyama and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Trading Variance Reduction with Unbiasedness: The Regularized Subspace
Information Criterion for Robust Model Selection in Kernel Regression},
journal = {Neural Comput.},
volume = {16},
number = {5},
pages = {1077--1104},
year = {2004},
url = {https://doi.org/10.1162/089976604773135113},
doi = {10.1162/089976604773135113},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/SugiyamaKM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pik/LaskovSKM04,
author = {Pavel Laskov and
Christin Sch{\"{a}}fer and
Igor V. Kotenko and
Klaus{-}Robert M{\"{u}}ller},
title = {Intrusion Detection in Unlabeled Data with Quarter-sphere Support
Vector Machines},
journal = {Prax. Inf.verarb. Kommun.},
volume = {27},
number = {4},
pages = {228--236},
year = {2004},
url = {https://doi.org/10.1515/PIKO.2004.228},
doi = {10.1515/PIKO.2004.228},
timestamp = {Thu, 29 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pik/LaskovSKM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigpro/HarmelingMM04,
author = {Stefan Harmeling and
Frank C. Meinecke and
Klaus{-}Robert M{\"{u}}ller},
title = {Injecting noise for analysing the stability of {ICA} components},
journal = {Signal Process.},
volume = {84},
number = {2},
pages = {255--266},
year = {2004},
url = {https://doi.org/10.1016/j.sigpro.2003.10.009},
doi = {10.1016/J.SIGPRO.2003.10.009},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sigpro/HarmelingMM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/NicolelisBM04,
author = {Miguel A. L. Nicolelis and
Niels Birbaumer and
Klaus{-}Robert M{\"{u}}ller},
title = {Editorial},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {51},
number = {6},
pages = {877--880},
year = {2004},
url = {https://doi.org/10.1109/TBME.2004.827677},
doi = {10.1109/TBME.2004.827677},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/NicolelisBM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/DornhegeBCM04,
author = {Guido Dornhege and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
title = {Boosting bit rates in noninvasive {EEG} single-trial classifications
by feature combination and multiclass paradigms},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {51},
number = {6},
pages = {993--1002},
year = {2004},
url = {https://doi.org/10.1109/TBME.2004.827088},
doi = {10.1109/TBME.2004.827088},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/DornhegeBCM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/BlankertzMCVSWSNPHSB04,
author = {Benjamin Blankertz and
Klaus{-}Robert M{\"{u}}ller and
Gabriel Curio and
Theresa M. Vaughan and
Gerwin Schalk and
Jonathan R. Wolpaw and
Alois Schl{\"{o}}gl and
Christa Neuper and
Gert Pfurtscheller and
Thilo Hinterberger and
Michael Schr{\"{o}}der and
Niels Birbaumer},
title = {The {BCI} competition 2003: progress and perspectives in detection
and discrimination of {EEG} single trials},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {51},
number = {6},
pages = {1044--1051},
year = {2004},
url = {https://doi.org/10.1109/TBME.2004.826692},
doi = {10.1109/TBME.2004.826692},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/BlankertzMCVSWSNPHSB04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/SugiyamaKM04,
author = {Masashi Sugiyama and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Regularizing generalization error estimators: a novel approach to
robust model selection},
booktitle = {12th European Symposium on Artificial Neural Networks, {ESANN} 2004,
Bruges, Belgium, April 28-30, 2004, Proceedings},
pages = {163--168},
year = {2004},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2004-50.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/SugiyamaKM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica/YeredorZM04,
author = {Arie Yeredor and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Carlos Garc{\'{\i}}a Puntonet and
Alberto Prieto},
title = {Approximate Joint Diagonalization Using a Natural Gradient Approach},
booktitle = {Independent Component Analysis and Blind Signal Separation, Fifth
International Conference, {ICA} 2004, Granada, Spain, September 22-24,
2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3195},
pages = {89--96},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30110-3\_12},
doi = {10.1007/978-3-540-30110-3\_12},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ica/YeredorZM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica/KawanabeM04,
author = {Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Carlos Garc{\'{\i}}a Puntonet and
Alberto Prieto},
title = {Estimating Functions for Blind Separation when Sources Have Variance-Dependencies},
booktitle = {Independent Component Analysis and Blind Signal Separation, Fifth
International Conference, {ICA} 2004, Granada, Spain, September 22-24,
2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3195},
pages = {136--143},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30110-3\_18},
doi = {10.1007/978-3-540-30110-3\_18},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ica/KawanabeM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica/MeineckeHM04,
author = {Frank C. Meinecke and
Stefan Harmeling and
Klaus{-}Robert M{\"{u}}ller},
editor = {Carlos Garc{\'{\i}}a Puntonet and
Alberto Prieto},
title = {Robust {ICA} for Super-Gaussian Sources},
booktitle = {Independent Component Analysis and Blind Signal Separation, Fifth
International Conference, {ICA} 2004, Granada, Spain, September 22-24,
2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3195},
pages = {217--224},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-30110-3\_28},
doi = {10.1007/978-3-540-30110-3\_28},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ica/MeineckeHM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpr/TaxM04,
author = {David M. J. Tax and
Klaus{-}Robert M{\"{u}}ller},
title = {A Consistency-Based Model Selection for One-Class Classification},
booktitle = {17th International Conference on Pattern Recognition, {ICPR} 2004,
Cambridge, UK, August 23-26, 2004},
pages = {363--366},
publisher = {{IEEE} Computer Society},
year = {2004},
url = {https://doi.org/10.1109/ICPR.2004.1334542},
doi = {10.1109/ICPR.2004.1334542},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpr/TaxM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ZieheKHM03,
author = {Andreas Ziehe and
Motoaki Kawanabe and
Stefan Harmeling and
Klaus{-}Robert M{\"{u}}ller},
title = {Blind Separation of Post-nonlinear Mixtures using Linearizing Transformations
and Temporal Decorrelation},
journal = {J. Mach. Learn. Res.},
volume = {4},
pages = {1319--1338},
year = {2003},
url = {http://jmlr.org/papers/v4/ziehe03a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ZieheKHM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/HarmelingZKM03,
author = {Stefan Harmeling and
Andreas Ziehe and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {Kernel-Based Nonlinear Blind Source Separation},
journal = {Neural Comput.},
volume = {15},
number = {5},
pages = {1089--1124},
year = {2003},
url = {https://doi.org/10.1162/089976603765202677},
doi = {10.1162/089976603765202677},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/HarmelingZKM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/MikaRWSSM03,
author = {Sebastian Mika and
Gunnar R{\"{a}}tsch and
Jason Weston and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
title = {Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh
Coefficients in Kernel Feature Spaces},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {25},
number = {5},
pages = {623--633},
year = {2003},
url = {https://doi.org/10.1109/TPAMI.2003.1195996},
doi = {10.1109/TPAMI.2003.1195996},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/MikaRWSSM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/TaxM03,
author = {David M. J. Tax and
Klaus{-}Robert M{\"{u}}ller},
editor = {Okyay Kaynak and
Ethem Alpaydin and
Erkki Oja and
Lei Xu},
title = {Feature Extraction for One-Class Classification},
booktitle = {Artificial Neural Networks and Neural Information Processing - {ICANN/ICONIP}
2003, Joint International Conference {ICANN/ICONIP} 2003, Istanbul,
Turkey, June 26-29, 2003, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2714},
pages = {342--349},
publisher = {Springer},
year = {2003},
url = {https://doi.org/10.1007/3-540-44989-2\_41},
doi = {10.1007/3-540-44989-2\_41},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/TaxM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DornhegeBCM03,
author = {Guido Dornhege and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
editor = {Sebastian Thrun and
Lawrence K. Saul and
Bernhard Sch{\"{o}}lkopf},
title = {Increase Information Transfer Rates in {BCI} by {CSP} Extension to
Multi-class},
booktitle = {Advances in Neural Information Processing Systems 16 [Neural Information
Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
Whistler, British Columbia, Canada]},
pages = {733--740},
publisher = {{MIT} Press},
year = {2003},
url = {https://proceedings.neurips.cc/paper/2003/hash/ea159dc9788ffac311592613b7f71fbb-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DornhegeBCM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SugiyamaM02,
author = {Masashi Sugiyama and
Klaus{-}Robert M{\"{u}}ller},
title = {The Subspace Information Criterion for Infinite Dimensional Hypothesis
Spaces},
journal = {J. Mach. Learn. Res.},
volume = {3},
pages = {323--359},
year = {2002},
url = {http://jmlr.org/papers/v3/sugiyama02a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SugiyamaM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/TsudaKRSM02,
author = {Koji Tsuda and
Motoaki Kawanabe and
Gunnar R{\"{a}}tsch and
S{\"{o}}ren Sonnenburg and
Klaus{-}Robert M{\"{u}}ller},
title = {A New Discriminative Kernel from Probabilistic Models},
journal = {Neural Comput.},
volume = {14},
number = {10},
pages = {2397--2414},
year = {2002},
url = {https://doi.org/10.1162/08997660260293274},
doi = {10.1162/08997660260293274},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/TsudaKRSM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/MurataKZMA02,
author = {Noboru Murata and
Motoaki Kawanabe and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller and
Shun{-}ichi Amari},
title = {On-line learning in changing environments with applications in supervised
and unsupervised learning},
journal = {Neural Networks},
volume = {15},
number = {4-6},
pages = {743--760},
year = {2002},
url = {https://doi.org/10.1016/S0893-6080(02)00060-6},
doi = {10.1016/S0893-6080(02)00060-6},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/MurataKZMA02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/RatschMSM02,
author = {Gunnar R{\"{a}}tsch and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Klaus{-}Robert M{\"{u}}ller},
title = {Constructing Boosting Algorithms from SVMs: An Application to One-Class
Classification},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {24},
number = {9},
pages = {1184--1199},
year = {2002},
url = {https://doi.org/10.1109/TPAMI.2002.1033211},
doi = {10.1109/TPAMI.2002.1033211},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/RatschMSM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/MeineckeZKM02,
author = {Frank C. Meinecke and
Andreas Ziehe and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
title = {A resampling approach to estimate the stability of one-dimensional
or multidimensional independent components},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {49},
number = {12},
pages = {1514--1525},
year = {2002},
url = {https://doi.org/10.1109/TBME.2002.805480},
doi = {10.1109/TBME.2002.805480},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/MeineckeZKM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/TsudaSM02,
author = {Koji Tsuda and
Masashi Sugiyama and
Klaus{-}Robert M{\"{u}}ller},
title = {Subspace information criterion for nonquadratic regularizers-Model
selection for sparse regressors},
journal = {{IEEE} Trans. Neural Networks},
volume = {13},
number = {1},
pages = {70--80},
year = {2002},
url = {https://doi.org/10.1109/72.977272},
doi = {10.1109/72.977272},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/TsudaSM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SonnenburgRJM02,
author = {S{\"{o}}ren Sonnenburg and
Gunnar R{\"{a}}tsch and
Arun K. Jagota and
Klaus{-}Robert M{\"{u}}ller},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {New Methods for Splice Site Recognition},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {329--336},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_54},
doi = {10.1007/3-540-46084-5\_54},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/SonnenburgRJM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SugiyamaM02,
author = {Masashi Sugiyama and
Klaus{-}Robert M{\"{u}}ller},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Selecting Ridge Parameters in Infinite Dimensional Hypothesis Spaces},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {528--534},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_86},
doi = {10.1007/3-540-46084-5\_86},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/SugiyamaM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TsudaKM02,
author = {Koji Tsuda and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Clustering with the Fisher Score},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {729--736},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/47810f956e3d8fb8a32fb276448b464d-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/TsudaKM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RothLBM02,
author = {Volker Roth and
Julian Laub and
Joachim M. Buhmann and
Klaus{-}Robert M{\"{u}}ller},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Going Metric: Denoising Pairwise Data},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {817--824},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/02e656adee09f8394b402d9958389b7d-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RothLBM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DornhegeBCM02,
author = {Guido Dornhege and
Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Combining Features for {BCI}},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {1115--1122},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/a70dc40477bc2adceef4d2c90f47eb82-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DornhegeBCM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/RatschOM01,
author = {Gunnar R{\"{a}}tsch and
Takashi Onoda and
Klaus{-}Robert M{\"{u}}ller},
title = {Soft Margins for AdaBoost},
journal = {Mach. Learn.},
volume = {42},
number = {3},
pages = {287--320},
year = {2001},
url = {https://doi.org/10.1023/A:1007618119488},
doi = {10.1023/A:1007618119488},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/RatschOM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/MullerMRTS01,
author = {Klaus{-}Robert M{\"{u}}ller and
Sebastian Mika and
Gunnar R{\"{a}}tsch and
Koji Tsuda and
Bernhard Sch{\"{o}}lkopf},
title = {An introduction to kernel-based learning algorithms},
journal = {{IEEE} Trans. Neural Networks},
volume = {12},
number = {2},
pages = {181--201},
year = {2001},
url = {https://doi.org/10.1109/72.914517},
doi = {10.1109/72.914517},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/MullerMRTS01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/TsudaRMM01,
author = {Koji Tsuda and
Gunnar R{\"{a}}tsch and
Sebastian Mika and
Klaus{-}Robert M{\"{u}}ller},
editor = {Georg Dorffner and
Horst Bischof and
Kurt Hornik},
title = {Learning to Predict the Leave-One-Out Error of Kernel Based Classifiers},
booktitle = {Artificial Neural Networks - {ICANN} 2001, International Conference
Vienna, Austria, August 21-25, 2001 Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2130},
pages = {331--338},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44668-0\_47},
doi = {10.1007/3-540-44668-0\_47},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/TsudaRMM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BlankertzCM01,
author = {Benjamin Blankertz and
Gabriel Curio and
Klaus{-}Robert M{\"{u}}ller},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {Classifying Single Trial {EEG:} Towards Brain Computer Interfacing},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {157--164},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/2d579dc29360d8bbfbb4aa541de5afa9-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BlankertzCM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HarmelingZKM01,
author = {Stefan Harmeling and
Andreas Ziehe and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {Kernel Feature Spaces and Nonlinear Blind Souce Separation},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {761--768},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/cf2226ddd41b1a2d0ae51dab54d32c36-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HarmelingZKM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TsudaKRSM01,
author = {Koji Tsuda and
Motoaki Kawanabe and
Gunnar R{\"{a}}tsch and
S{\"{o}}ren Sonnenburg and
Klaus{-}Robert M{\"{u}}ller},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {A New Discriminative Kernel From Probabilistic Models},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {977--984},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/cee8d6b7ce52554fd70354e37bbf44a2-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TsudaKRSM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MeineckeZKM01,
author = {Frank C. Meinecke and
Andreas Ziehe and
Motoaki Kawanabe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {Estimating the Reliability of {ICA} Projections},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {1181--1188},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/f80ff32e08a25270b5f252ce39522f72-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MeineckeZKM01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bc/KohlmorgenMRP00,
author = {Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller and
J{\"{o}}rn Rittweger and
Klaus Pawelzik},
title = {Identification of nonstationary dynamics in physiological recordings},
journal = {Biol. Cybern.},
volume = {83},
number = {1},
pages = {73--84},
year = {2000},
url = {https://doi.org/10.1007/s004220000144},
doi = {10.1007/S004220000144},
timestamp = {Thu, 17 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bc/KohlmorgenMRP00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ZienRMSLM00,
author = {Alexander Zien and
Gunnar R{\"{a}}tsch and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Thomas Lengauer and
Klaus{-}Robert M{\"{u}}ller},
title = {Engineering support vector machine kernels that recognize translation
initiation sites},
journal = {Bioinform.},
volume = {16},
number = {9},
pages = {799--807},
year = {2000},
url = {https://doi.org/10.1093/bioinformatics/16.9.799},
doi = {10.1093/BIOINFORMATICS/16.9.799},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/ZienRMSLM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/ZieheMNMC00,
author = {Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller and
Guido Nolte and
Bruno{-}Marcel Mackert and
Gabriel Curio},
title = {Artifact reduction in magnetoneurography based on time-delayed second-order
correlations},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {47},
number = {1},
pages = {75--87},
year = {2000},
url = {https://doi.org/10.1109/10.817622},
doi = {10.1109/10.817622},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/ZieheMNMC00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tbe/WubbelerZMMTC00,
author = {Gerd W{\"{u}}bbeler and
Andreas Ziehe and
Bruno{-}Marcel Mackert and
Klaus{-}Robert M{\"{u}}ller and
Lutz Trahms and
Gabriel Curio},
title = {Independent component analysis of noninvasively recorded cortical
magnetic DC-fields in humans},
journal = {{IEEE} Trans. Biomed. Eng.},
volume = {47},
number = {5},
pages = {594--599},
year = {2000},
url = {https://doi.org/10.1109/10.841331},
doi = {10.1109/10.841331},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tbe/WubbelerZMMTC00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/RatschWMOLM00,
author = {Gunnar R{\"{a}}tsch and
Manfred K. Warmuth and
Sebastian Mika and
Takashi Onoda and
Steven Lemm and
Klaus{-}Robert M{\"{u}}ller},
editor = {Nicol{\`{o}} Cesa{-}Bianchi and
Sally A. Goldman},
title = {Barrier Boosting},
booktitle = {Proceedings of the Thirteenth Annual Conference on Computational Learning
Theory {(COLT} 2000), June 28 - July 1, 2000, Palo Alto, California,
{USA}},
pages = {170--179},
publisher = {Morgan Kaufmann},
year = {2000},
timestamp = {Wed, 20 Jun 2018 17:06:15 +0200},
biburl = {https://dblp.org/rec/conf/colt/RatschWMOLM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MikaRM00,
author = {Sebastian Mika and
Gunnar R{\"{a}}tsch and
Klaus{-}Robert M{\"{u}}ller},
editor = {Todd K. Leen and
Thomas G. Dietterich and
Volker Tresp},
title = {A Mathematical Programming Approach to the Kernel Fisher Algorithm},
booktitle = {Advances in Neural Information Processing Systems 13, Papers from
Neural Information Processing Systems {(NIPS)} 2000, Denver, CO, {USA}},
pages = {591--597},
publisher = {{MIT} Press},
year = {2000},
url = {https://proceedings.neurips.cc/paper/2000/hash/29530de21430b7540ec3f65135f7323c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MikaRM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/RatschSSMOM00,
author = {Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Sebastian Mika and
Takashi Onoda and
Klaus{-}Robert M{\"{u}}ller},
editor = {Takao Terano and
Huan Liu and
Arbee L. P. Chen},
title = {Robust Ensemble Learning for Data Mining},
booktitle = {Knowledge Discovery and Data Mining, Current Issues and New Applications,
4th Pacific-Asia Conference, {PADKK} 2000, Kyoto, Japan, April 18-20,
2000, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1805},
pages = {341--344},
publisher = {Springer},
year = {2000},
url = {https://doi.org/10.1007/3-540-45571-X\_39},
doi = {10.1007/3-540-45571-X\_39},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pakdd/RatschSSMOM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/nips/1999,
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
publisher = {The {MIT} Press},
year = {2000},
url = {https://proceedings.neurips.cc/paper/1999},
isbn = {0-262-19450-3},
timestamp = {Mon, 16 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/1999.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ife/ScholkopfMS99,
author = {Bernhard Sch{\"{o}}lkopf and
Klaus{-}Robert M{\"{u}}ller and
Alexander J. Smola},
title = {Lernen mit Kernen: Support-Vektor-Methoden zur Analyse hochdimensionaler
Daten},
journal = {Inform. Forsch. Entwickl.},
volume = {14},
number = {3},
pages = {154--163},
year = {1999},
url = {https://doi.org/10.1007/s004500050135},
doi = {10.1007/S004500050135},
timestamp = {Thu, 21 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ife/ScholkopfMS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ScholkopfMBKMRS99,
author = {Bernhard Sch{\"{o}}lkopf and
Sebastian Mika and
Christopher J. C. Burges and
Phil Knirsch and
Klaus{-}Robert M{\"{u}}ller and
Gunnar R{\"{a}}tsch and
Alexander J. Smola},
title = {Input space versus feature space in kernel-based methods},
journal = {{IEEE} Trans. Neural Networks},
volume = {10},
number = {5},
pages = {1000--1017},
year = {1999},
url = {https://doi.org/10.1109/72.788641},
doi = {10.1109/72.788641},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/ScholkopfMBKMRS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/LiehrPKLM99,
author = {Stefan Liehr and
Klaus Pawelzik and
Jens Kohlmorgen and
Steven Lemm and
Klaus{-}Robert M{\"{u}}ller},
title = {Hidden Markov gating for prediction of change points in switching
dynamical systems},
booktitle = {7th European Symposium on Artificial Neural Networks, {ESANN} 1999,
Bruges, Belgium, April 21-23, 1999, Proceedings},
pages = {405--410},
year = {1999},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es1999-32.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/LiehrPKLM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gcb/ZienRMSLSLM99,
author = {Alexander Zien and
Gunnar R{\"{a}}tsch and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Christian Lemmen and
Alexander J. Smola and
Thomas Lengauer and
Klaus{-}Robert M{\"{u}}ller},
title = {Engineering Support Vector Machine Kerneis That Recognize Translation
Initialion Sites},
booktitle = {Proceedings of the German Conference on Bioinformatics, {GCB} 1999,
October 4-6, 1999, Hannover, Germany},
pages = {37--43},
year = {1999},
timestamp = {Fri, 02 Aug 2019 15:48:16 +0200},
biburl = {https://dblp.org/rec/conf/gcb/ZienRMSLSLM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hci/HartmannSMGS99,
author = {Ernst A. Hartmann and
Dirk Sistenich and
Klaus{-}Robert M{\"{u}}ller and
Michael Gerads and
Holger Sickel},
editor = {Hans{-}J{\"{o}}rg Bullinger and
J{\"{u}}rgen Ziegler},
title = {Tools for computer-supported learning in organisations},
booktitle = {Human-Computer Interaction: Communication, Cooperation, and Application
Design, Proceedings of {HCI} International '99 (the 8th International
Conference on Human-Computer Interaction), Munich, Germany, August
22-26, 1999, Volume 2},
pages = {377--381},
publisher = {Lawrence Erlbaum},
year = {1999},
timestamp = {Fri, 04 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hci/HartmannSMGS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MikaRWSSM99,
author = {Sebastian Mika and
Gunnar R{\"{a}}tsch and
Jason Weston and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Invariant Feature Extraction and Classification in Kernel Spaces},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {526--532},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1715-invariant-feature-extraction-and-classification-in-kernel-spaces},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MikaRWSSM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RatschSSMOM99,
author = {Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller and
Takashi Onoda and
Sebastian Mika},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {v-Arc: Ensemble Learning in the Presence of Outliers},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {561--567},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1721-v-arc-ensemble-learning-in-the-presence-of-outliers},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RatschSSMOM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ParraSSZM99,
author = {Lucas C. Parra and
Clay Spence and
Paul Sajda and
Andreas Ziehe and
Klaus{-}Robert M{\"{u}}ller},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Unmixing Hyperspectral Data},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {942--948},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1714-unmixing-hyperspectral-data},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ParraSSZM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ScholkopfSM98,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
title = {Nonlinear Component Analysis as a Kernel Eigenvalue Problem},
journal = {Neural Comput.},
volume = {10},
number = {5},
pages = {1299--1319},
year = {1998},
url = {https://doi.org/10.1162/089976698300017467},
doi = {10.1162/089976698300017467},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/ScholkopfSM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/SmolaSM98,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf and
Klaus{-}Robert M{\"{u}}ller},
title = {The connection between regularization operators and support vector
kernels},
journal = {Neural Networks},
volume = {11},
number = {4},
pages = {637--649},
year = {1998},
url = {https://doi.org/10.1016/S0893-6080(98)00032-X},
doi = {10.1016/S0893-6080(98)00032-X},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/SmolaSM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/KohlmorgenM98,
author = {Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller},
title = {Data Set {A} is a Pattern Matching Problem},
journal = {Neural Process. Lett.},
volume = {7},
number = {1},
pages = {43--47},
year = {1998},
url = {https://doi.org/10.1023/A:1009684621686},
doi = {10.1023/A:1009684621686},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/KohlmorgenM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/RatschOM98,
author = {Gunnar R{\"{a}}tsch and
Takashi Onoda and
Klaus{-}Robert M{\"{u}}ller},
editor = {Shiro Usui and
Takashi Omori},
title = {An Improvement of AdaBoost to Avoid Overfitting},
booktitle = {The Fifth International Conference on Neural Information Processing,
ICONIP'R98, Kitakyushu, Japan, October 21-23, 1998, Proceedings},
pages = {506--509},
publisher = {{IOA} Press},
year = {1998},
timestamp = {Tue, 10 May 2005 13:22:06 +0200},
biburl = {https://dblp.org/rec/conf/iconip/RatschOM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MikaSSMSR98,
author = {Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller and
Matthias Scholz and
Gunnar R{\"{a}}tsch},
editor = {Michael J. Kearns and
Sara A. Solla and
David A. Cohn},
title = {Kernel {PCA} and De-Noising in Feature Spaces},
booktitle = {Advances in Neural Information Processing Systems 11, {[NIPS} Conference,
Denver, Colorado, USA, November 30 - December 5, 1998]},
pages = {536--542},
publisher = {The {MIT} Press},
year = {1998},
url = {http://papers.nips.cc/paper/1491-kernel-pca-and-de-noising-in-feature-spaces},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MikaSSMSR98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RatschOM98,
author = {Gunnar R{\"{a}}tsch and
Takashi Onoda and
Klaus{-}Robert M{\"{u}}ller},
editor = {Michael J. Kearns and
Sara A. Solla and
David A. Cohn},
title = {Regularizing AdaBoost},
booktitle = {Advances in Neural Information Processing Systems 11, {[NIPS} Conference,
Denver, Colorado, USA, November 30 - December 5, 1998]},
pages = {564--570},
publisher = {The {MIT} Press},
year = {1998},
url = {http://papers.nips.cc/paper/1615-regularizing-adaboost},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RatschOM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:conf/nips/1996,
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
publisher = {Springer},
year = {1998},
url = {https://doi.org/10.1007/3-540-49430-8},
doi = {10.1007/3-540-49430-8},
isbn = {3-540-65311-2},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/1996.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AmariMMFY97,
author = {Shun{-}ichi Amari and
Noboru Murata and
Klaus{-}Robert M{\"{u}}ller and
Michael Finke and
Howard Hua Yang},
title = {Asymptotic statistical theory of overtraining and cross-validation},
journal = {{IEEE} Trans. Neural Networks},
volume = {8},
number = {5},
pages = {985--996},
year = {1997},
url = {https://doi.org/10.1109/72.623200},
doi = {10.1109/72.623200},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/AmariMMFY97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/ScholkopfSM97,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Kernel Principal Component Analysis},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {583--588},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020217},
doi = {10.1007/BFB0020217},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/ScholkopfSM97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/MullerSRSKV97,
author = {Klaus{-}Robert M{\"{u}}ller and
Alexander J. Smola and
Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Jens Kohlmorgen and
Vladimir Vapnik},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Predicting Time Series with Support Vector Machines},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {999--1004},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020283},
doi = {10.1007/BFB0020283},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/MullerSRSKV97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/KohlmorgenMRP97,
author = {Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller and
J{\"{o}}rn Rittweger and
Klaus Pawelzik},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Analysis of Wake/Sleep {EEG} with Competing Experts},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {1077--1082},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020296},
doi = {10.1007/BFB0020296},
timestamp = {Tue, 23 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/KohlmorgenMRP97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KohlmorgenMP97,
author = {Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller and
Klaus Pawelzik},
editor = {Michael I. Jordan and
Michael J. Kearns and
Sara A. Solla},
title = {Analysis of Drifting Dynamics with Neural Network Hidden Markov Models},
booktitle = {Advances in Neural Information Processing Systems 10, {[NIPS} Conference,
Denver, Colorado, USA, 1997]},
pages = {735--741},
publisher = {The {MIT} Press},
year = {1997},
url = {http://papers.nips.cc/paper/1350-analysis-of-drifting-dynamics-with-neural-network-hidden-markov-models},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KohlmorgenMP97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/PawelzikKM96,
author = {Klaus Pawelzik and
Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller},
title = {Annealed Competition of Experts for a Segmentation and Classification
of Switching Dynamics},
journal = {Neural Comput.},
volume = {8},
number = {2},
pages = {340--356},
year = {1996},
url = {https://doi.org/10.1162/neco.1996.8.2.340},
doi = {10.1162/NECO.1996.8.2.340},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neco/PawelzikKM96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/MullerFMSA96,
author = {Klaus{-}Robert M{\"{u}}ller and
Michael Finke and
Noboru Murata and
Klaus Schulten and
Shun{-}ichi Amari},
title = {A Numerical Study on Learning Curves in Stochastic Multilayer Feedforward
Networks},
journal = {Neural Comput.},
volume = {8},
number = {5},
pages = {1085--1106},
year = {1996},
url = {https://doi.org/10.1162/neco.1996.8.5.1085},
doi = {10.1162/NECO.1996.8.5.1085},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neco/MullerFMSA96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/PawelzikMK96,
author = {Klaus Pawelzik and
Klaus{-}Robert M{\"{u}}ller and
Jens Kohlmorgen},
editor = {Christoph von der Malsburg and
Werner von Seelen and
Jan C. Vorbr{\"{u}}ggen and
Bernhard Sendhoff},
title = {Prediction of Mixtures},
booktitle = {Artificial Neural Networks - {ICANN} 96, 1996 International Conference,
Bochum, Germany, July 16-19, 1996, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1112},
pages = {127--132},
publisher = {Springer},
year = {1996},
url = {https://doi.org/10.1007/3-540-61510-5\_25},
doi = {10.1007/3-540-61510-5\_25},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/icann/PawelzikMK96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/KohlmorgenMP96,
author = {Jens Kohlmorgen and
Klaus{-}Robert M{\"{u}}ller and
Klaus Pawelzik},
editor = {Christoph von der Malsburg and
Werner von Seelen and
Jan C. Vorbr{\"{u}}ggen and
Bernhard Sendhoff},
title = {Analysis of Drifting Dynamics with Competing Predictors},
booktitle = {Artificial Neural Networks - {ICANN} 96, 1996 International Conference,
Bochum, Germany, July 16-19, 1996, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1112},
pages = {785--790},
publisher = {Springer},
year = {1996},
url = {https://doi.org/10.1007/3-540-61510-5\_132},
doi = {10.1007/3-540-61510-5\_132},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/KohlmorgenMP96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MurataMZA96,
author = {Noboru Murata and
Klaus{-}Robert M{\"{u}}ller and
Andreas Ziehe and
Shun{-}ichi Amari},
editor = {Michael Mozer and
Michael I. Jordan and
Thomas Petsche},
title = {Adaptive On-line Learning in Changing Environments},
booktitle = {Advances in Neural Information Processing Systems 9, NIPS, Denver,
CO, USA, December 2-5, 1996},
pages = {599--605},
publisher = {{MIT} Press},
year = {1996},
url = {http://papers.nips.cc/paper/1183-adaptive-on-line-learning-in-changing-environments},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/MurataMZA96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Introduction},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {1--5},
publisher = {Springer},
year = {1996},
url = {https://doi.org/10.1007/3-540-49430-8\_1},
doi = {10.1007/3-540-49430-8\_1},
timestamp = {Wed, 25 Sep 2019 18:07:38 +0200},
biburl = {https://dblp.org/rec/conf/nips/OrrM96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96a,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Speeding Learning: Preface},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {7--8},
publisher = {Springer},
year = {1996},
timestamp = {Wed, 22 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/OrrM96a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/LeCunBOM96,
author = {Yann LeCun and
L{\'{e}}on Bottou and
Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Effiicient BackProp},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {9--50},
publisher = {Springer},
year = {1996},
url = {https://doi.org/10.1007/3-540-49430-8\_2},
doi = {10.1007/3-540-49430-8\_2},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LeCunBOM96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96b,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Regularization Techniques to Improve Generalization: Preface},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {51--54},
publisher = {Springer},
year = {1996},
timestamp = {Wed, 22 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/OrrM96b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96c,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Improving Network Models and Algorithmic Tricks: Preface},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {141--144},
publisher = {Springer},
year = {1996},
timestamp = {Wed, 22 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/OrrM96c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96d,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Representing and Incorporating Prior Knowledge in Neural Network Training:
Preface},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {235--238},
publisher = {Springer},
year = {1996},
timestamp = {Wed, 22 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/OrrM96d.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:conf/nips/OrrM96e,
author = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
editor = {Genevieve B. Orr and
Klaus{-}Robert M{\"{u}}ller},
title = {Tricks for Time Series: Preface},
booktitle = {Neural Networks: Tricks of the Trade},
series = {Lecture Notes in Computer Science},
volume = {1524},
pages = {343--346},
publisher = {Springer},
year = {1996},
timestamp = {Wed, 22 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/OrrM96e.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AmariMMFY95,
author = {Shun{-}ichi Amari and
Noboru Murata and
Klaus{-}Robert M{\"{u}}ller and
Michael Finke and
Howard Hua Yang},
editor = {David S. Touretzky and
Michael Mozer and
Michael E. Hasselmo},
title = {Statistical Theory of Overtraining - Is Cross-Validation Asymptotically
Effective?},
booktitle = {Advances in Neural Information Processing Systems 8, NIPS, Denver,
CO, USA, November 27-30, 1995},
pages = {176--182},
publisher = {{MIT} Press},
year = {1995},
url = {http://papers.nips.cc/paper/1060-statistical-theory-of-overtraining-is-cross-validation-asymptotically-effective},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/AmariMMFY95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Muller94c,
author = {Klaus{-}Robert M{\"{u}}ller},
title = {Sp{\"{a}}rlich verbundene neuronale Netze und ihre Anwendung},
school = {Karlsruhe Institute of Technology, Germany},
year = {1994},
url = {https://d-nb.info/931661676},
isbn = {978-3-486-22837-3},
timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/dnb/Muller94c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icnn/MullerSJ93,
author = {Klaus{-}Robert M{\"{u}}ller and
Thomas Stiefvater and
Herbert Jan{\ss}en},
title = {Associative storage and retrieval of highly correlated natural pattern
sets in diluted Hopfield networks},
booktitle = {Proceedings of International Conference on Neural Networks (ICNN'88),
San Francisco, CA, USA, March 28 - April 1, 1993},
pages = {889--894},
publisher = {{IEEE}},
year = {1993},
url = {https://doi.org/10.1109/ICNN.1993.298675},
doi = {10.1109/ICNN.1993.298675},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icnn/MullerSJ93.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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