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@article{DBLP:journals/corr/abs-2405-00539,
  author       = {Liam Llamazares{-}Elias and
                  Samir Llamazares{-}El{\'{\i}}as and
                  Jonas Latz and
                  Stefan Klus},
  title        = {Data-driven approximation of Koopman operators and generators: Convergence
                  rates and error bounds},
  journal      = {CoRR},
  volume       = {abs/2405.00539},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2405.00539},
  doi          = {10.48550/ARXIV.2405.00539},
  eprinttype    = {arXiv},
  eprint       = {2405.00539},
  timestamp    = {Sun, 09 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2405-00539.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-12864,
  author       = {Maia Trower and
                  Natasa Djurdjevac Conrad and
                  Stefan Klus},
  title        = {Clustering Time-Evolving Networks Using the Dynamic Graph Laplacian},
  journal      = {CoRR},
  volume       = {abs/2407.12864},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2407.12864},
  doi          = {10.48550/ARXIV.2407.12864},
  eprinttype    = {arXiv},
  eprint       = {2407.12864},
  timestamp    = {Thu, 22 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2407-12864.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/actanum/SchutteKH23,
  author       = {Christof Sch{\"{u}}tte and
                  Stefan Klus and
                  Carsten Hartmann},
  title        = {Overcoming the timescale barrier in molecular dynamics: Transfer operators,
                  variational principles and machine learning},
  journal      = {Acta Numer.},
  volume       = {32},
  pages        = {517--673},
  year         = {2023},
  url          = {https://doi.org/10.1017/S0962492923000016},
  doi          = {10.1017/S0962492923000016},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/actanum/SchutteKH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jns/KlusC23,
  author       = {Stefan Klus and
                  Natasa Djurdjevac Conrad},
  title        = {Koopman-Based Spectral Clustering of Directed and Time-Evolving Graphs},
  journal      = {J. Nonlinear Sci.},
  volume       = {33},
  number       = {1},
  pages        = {8},
  year         = {2023},
  url          = {https://doi.org/10.1007/s00332-022-09863-0},
  doi          = {10.1007/S00332-022-09863-0},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jns/KlusC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/qip/MacalusoKLS23,
  author       = {Antonio Macaluso and
                  Matthias Klusch and
                  Stefano Lodi and
                  Claudio Sartori},
  title        = {{MAQA:} a quantum framework for supervised learning},
  journal      = {Quantum Inf. Process.},
  volume       = {22},
  number       = {3},
  pages        = {159},
  year         = {2023},
  url          = {https://doi.org/10.1007/s11128-023-03901-w},
  doi          = {10.1007/S11128-023-03901-W},
  timestamp    = {Sat, 13 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/qip/MacalusoKLS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/SrivastavaRRSAF23,
  author       = {Aarohi Srivastava and
                  Abhinav Rastogi and
                  Abhishek Rao and
                  Abu Awal Md Shoeb and
                  Abubakar Abid and
                  Adam Fisch and
                  Adam R. Brown and
                  Adam Santoro and
                  Aditya Gupta and
                  Adri{\`{a}} Garriga{-}Alonso and
                  Agnieszka Kluska and
                  Aitor Lewkowycz and
                  Akshat Agarwal and
                  Alethea Power and
                  Alex Ray and
                  Alex Warstadt and
                  Alexander W. Kocurek and
                  Ali Safaya and
                  Ali Tazarv and
                  Alice Xiang and
                  Alicia Parrish and
                  Allen Nie and
                  Aman Hussain and
                  Amanda Askell and
                  Amanda Dsouza and
                  Ambrose Slone and
                  Ameet Rahane and
                  Anantharaman S. Iyer and
                  Anders Andreassen and
                  Andrea Madotto and
                  Andrea Santilli and
                  Andreas Stuhlm{\"{u}}ller and
                  Andrew M. Dai and
                  Andrew La and
                  Andrew K. Lampinen and
                  Andy Zou and
                  Angela Jiang and
                  Angelica Chen and
                  Anh Vuong and
                  Animesh Gupta and
                  Anna Gottardi and
                  Antonio Norelli and
                  Anu Venkatesh and
                  Arash Gholamidavoodi and
                  Arfa Tabassum and
                  Arul Menezes and
                  Arun Kirubarajan and
                  Asher Mullokandov and
                  Ashish Sabharwal and
                  Austin Herrick and
                  Avia Efrat and
                  Aykut Erdem and
                  Ayla Karakas and
                  B. Ryan Roberts and
                  Bao Sheng Loe and
                  Barret Zoph and
                  Bartlomiej Bojanowski and
                  Batuhan {\"{O}}zyurt and
                  Behnam Hedayatnia and
                  Behnam Neyshabur and
                  Benjamin Inden and
                  Benno Stein and
                  Berk Ekmekci and
                  Bill Yuchen Lin and
                  Blake Howald and
                  Bryan Orinion and
                  Cameron Diao and
                  Cameron Dour and
                  Catherine Stinson and
                  Cedrick Argueta and
                  C{\`{e}}sar Ferri Ram{\'{\i}}rez and
                  Chandan Singh and
                  Charles Rathkopf and
                  Chenlin Meng and
                  Chitta Baral and
                  Chiyu Wu and
                  Chris Callison{-}Burch and
                  Chris Waites and
                  Christian Voigt and
                  Christopher D. Manning and
                  Christopher Potts and
                  Cindy Ramirez and
                  Clara E. Rivera and
                  Clemencia Siro and
                  Colin Raffel and
                  Courtney Ashcraft and
                  Cristina Garbacea and
                  Damien Sileo and
                  Dan Garrette and
                  Dan Hendrycks and
                  Dan Kilman and
                  Dan Roth and
                  Daniel Freeman and
                  Daniel Khashabi and
                  Daniel Levy and
                  Daniel Mosegu{\'{\i}} Gonz{\'{a}}lez and
                  Danielle Perszyk and
                  Danny Hernandez and
                  Danqi Chen and
                  Daphne Ippolito and
                  Dar Gilboa and
                  David Dohan and
                  David Drakard and
                  David Jurgens and
                  Debajyoti Datta and
                  Deep Ganguli and
                  Denis Emelin and
                  Denis Kleyko and
                  Deniz Yuret and
                  Derek Chen and
                  Derek Tam and
                  Dieuwke Hupkes and
                  Diganta Misra and
                  Dilyar Buzan and
                  Dimitri Coelho Mollo and
                  Diyi Yang and
                  Dong{-}Ho Lee and
                  Dylan Schrader and
                  Ekaterina Shutova and
                  Ekin Dogus Cubuk and
                  Elad Segal and
                  Eleanor Hagerman and
                  Elizabeth Barnes and
                  Elizabeth Donoway and
                  Ellie Pavlick and
                  Emanuele Rodol{\`{a}} and
                  Emma Lam and
                  Eric Chu and
                  Eric Tang and
                  Erkut Erdem and
                  Ernie Chang and
                  Ethan A. Chi and
                  Ethan Dyer and
                  Ethan J. Jerzak and
                  Ethan Kim and
                  Eunice Engefu Manyasi and
                  Evgenii Zheltonozhskii and
                  Fanyue Xia and
                  Fatemeh Siar and
                  Fernando Mart{\'{\i}}nez{-}Plumed and
                  Francesca Happ{\'{e}} and
                  Fran{\c{c}}ois Chollet and
                  Frieda Rong and
                  Gaurav Mishra and
                  Genta Indra Winata and
                  Gerard de Melo and
                  Germ{\'{a}}n Kruszewski and
                  Giambattista Parascandolo and
                  Giorgio Mariani and
                  Gloria Wang and
                  Gonzalo Jaimovitch{-}L{\'{o}}pez and
                  Gregor Betz and
                  Guy Gur{-}Ari and
                  Hana Galijasevic and
                  Hannah Kim and
                  Hannah Rashkin and
                  Hannaneh Hajishirzi and
                  Harsh Mehta and
                  Hayden Bogar and
                  Henry Shevlin and
                  Hinrich Sch{\"{u}}tze and
                  Hiromu Yakura and
                  Hongming Zhang and
                  Hugh Mee Wong and
                  Ian Ng and
                  Isaac Noble and
                  Jaap Jumelet and
                  Jack Geissinger and
                  Jackson Kernion and
                  Jacob Hilton and
                  Jaehoon Lee and
                  Jaime Fern{\'{a}}ndez Fisac and
                  James B. Simon and
                  James Koppel and
                  James Zheng and
                  James Zou and
                  Jan Kocon and
                  Jana Thompson and
                  Janelle Wingfield and
                  Jared Kaplan and
                  Jarema Radom and
                  Jascha Sohl{-}Dickstein and
                  Jason Phang and
                  Jason Wei and
                  Jason Yosinski and
                  Jekaterina Novikova and
                  Jelle Bosscher and
                  Jennifer Marsh and
                  Jeremy Kim and
                  Jeroen Taal and
                  Jesse H. Engel and
                  Jesujoba Alabi and
                  Jiacheng Xu and
                  Jiaming Song and
                  Jillian Tang and
                  Joan Waweru and
                  John Burden and
                  John Miller and
                  John U. Balis and
                  Jonathan Batchelder and
                  Jonathan Berant and
                  J{\"{o}}rg Frohberg and
                  Jos Rozen and
                  Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
                  Joseph Boudeman and
                  Joseph Guerr and
                  Joseph Jones and
                  Joshua B. Tenenbaum and
                  Joshua S. Rule and
                  Joyce Chua and
                  Kamil Kanclerz and
                  Karen Livescu and
                  Karl Krauth and
                  Karthik Gopalakrishnan and
                  Katerina Ignatyeva and
                  Katja Markert and
                  Kaustubh D. Dhole and
                  Kevin Gimpel and
                  Kevin Omondi and
                  Kory Mathewson and
                  Kristen Chiafullo and
                  Ksenia Shkaruta and
                  Kumar Shridhar and
                  Kyle McDonell and
                  Kyle Richardson and
                  Laria Reynolds and
                  Leo Gao and
                  Li Zhang and
                  Liam Dugan and
                  Lianhui Qin and
                  Lidia Contreras Ochando and
                  Louis{-}Philippe Morency and
                  Luca Moschella and
                  Lucas Lam and
                  Lucy Noble and
                  Ludwig Schmidt and
                  Luheng He and
                  Luis Oliveros Col{\'{o}}n and
                  Luke Metz and
                  L{\"{u}}tfi Kerem Senel and
                  Maarten Bosma and
                  Maarten Sap and
                  Maartje ter Hoeve and
                  Maheen Farooqi and
                  Manaal Faruqui and
                  Mantas Mazeika and
                  Marco Baturan and
                  Marco Marelli and
                  Marco Maru and
                  Mar{\'{\i}}a Jos{\'{e}} Ram{\'{\i}}rez{-}Quintana and
                  Marie Tolkiehn and
                  Mario Giulianelli and
                  Martha Lewis and
                  Martin Potthast and
                  Matthew L. Leavitt and
                  Matthias Hagen and
                  M{\'{a}}ty{\'{a}}s Schubert and
                  Medina Baitemirova and
                  Melody Arnaud and
                  Melvin McElrath and
                  Michael A. Yee and
                  Michael Cohen and
                  Michael Gu and
                  Michael I. Ivanitskiy and
                  Michael Starritt and
                  Michael Strube and
                  Michal Swedrowski and
                  Michele Bevilacqua and
                  Michihiro Yasunaga and
                  Mihir Kale and
                  Mike Cain and
                  Mimee Xu and
                  Mirac Suzgun and
                  Mitch Walker and
                  Mo Tiwari and
                  Mohit Bansal and
                  Moin Aminnaseri and
                  Mor Geva and
                  Mozhdeh Gheini and
                  Mukund Varma T. and
                  Nanyun Peng and
                  Nathan A. Chi and
                  Nayeon Lee and
                  Neta Gur{-}Ari Krakover and
                  Nicholas Cameron and
                  Nicholas Roberts and
                  Nick Doiron and
                  Nicole Martinez and
                  Nikita Nangia and
                  Niklas Deckers and
                  Niklas Muennighoff and
                  Nitish Shirish Keskar and
                  Niveditha Iyer and
                  Noah Constant and
                  Noah Fiedel and
                  Nuan Wen and
                  Oliver Zhang and
                  Omar Agha and
                  Omar Elbaghdadi and
                  Omer Levy and
                  Owain Evans and
                  Pablo Antonio Moreno Casares and
                  Parth Doshi and
                  Pascale Fung and
                  Paul Pu Liang and
                  Paul Vicol and
                  Pegah Alipoormolabashi and
                  Peiyuan Liao and
                  Percy Liang and
                  Peter Chang and
                  Peter Eckersley and
                  Phu Mon Htut and
                  Pinyu Hwang and
                  Piotr Milkowski and
                  Piyush Patil and
                  Pouya Pezeshkpour and
                  Priti Oli and
                  Qiaozhu Mei and
                  Qing Lyu and
                  Qinlang Chen and
                  Rabin Banjade and
                  Rachel Etta Rudolph and
                  Raefer Gabriel and
                  Rahel Habacker and
                  Ramon Risco and
                  Rapha{\"{e}}l Milli{\`{e}}re and
                  Rhythm Garg and
                  Richard Barnes and
                  Rif A. Saurous and
                  Riku Arakawa and
                  Robbe Raymaekers and
                  Robert Frank and
                  Rohan Sikand and
                  Roman Novak and
                  Roman Sitelew and
                  Ronan LeBras and
                  Rosanne Liu and
                  Rowan Jacobs and
                  Rui Zhang and
                  Ruslan Salakhutdinov and
                  Ryan Chi and
                  Ryan Lee and
                  Ryan Stovall and
                  Ryan Teehan and
                  Rylan Yang and
                  Sahib Singh and
                  Saif M. Mohammad and
                  Sajant Anand and
                  Sam Dillavou and
                  Sam Shleifer and
                  Sam Wiseman and
                  Samuel Gruetter and
                  Samuel R. Bowman and
                  Samuel S. Schoenholz and
                  Sanghyun Han and
                  Sanjeev Kwatra and
                  Sarah A. Rous and
                  Sarik Ghazarian and
                  Sayan Ghosh and
                  Sean Casey and
                  Sebastian Bischoff and
                  Sebastian Gehrmann and
                  Sebastian Schuster and
                  Sepideh Sadeghi and
                  Shadi Hamdan and
                  Sharon Zhou and
                  Shashank Srivastava and
                  Sherry Shi and
                  Shikhar Singh and
                  Shima Asaadi and
                  Shixiang Shane Gu and
                  Shubh Pachchigar and
                  Shubham Toshniwal and
                  Shyam Upadhyay and
                  Shyamolima (Shammie) Debnath and
                  Siamak Shakeri and
                  Simon Thormeyer and
                  Simone Melzi and
                  Siva Reddy and
                  Sneha Priscilla Makini and
                  Soo{-}Hwan Lee and
                  Spencer Torene and
                  Sriharsha Hatwar and
                  Stanislas Dehaene and
                  Stefan Divic and
                  Stefano Ermon and
                  Stella Biderman and
                  Stephanie Lin and
                  Stephen Prasad and
                  Steven T. Piantadosi and
                  Stuart M. Shieber and
                  Summer Misherghi and
                  Svetlana Kiritchenko and
                  Swaroop Mishra and
                  Tal Linzen and
                  Tal Schuster and
                  Tao Li and
                  Tao Yu and
                  Tariq Ali and
                  Tatsu Hashimoto and
                  Te{-}Lin Wu and
                  Th{\'{e}}o Desbordes and
                  Theodore Rothschild and
                  Thomas Phan and
                  Tianle Wang and
                  Tiberius Nkinyili and
                  Timo Schick and
                  Timofei Kornev and
                  Titus Tunduny and
                  Tobias Gerstenberg and
                  Trenton Chang and
                  Trishala Neeraj and
                  Tushar Khot and
                  Tyler Shultz and
                  Uri Shaham and
                  Vedant Misra and
                  Vera Demberg and
                  Victoria Nyamai and
                  Vikas Raunak and
                  Vinay V. Ramasesh and
                  Vinay Uday Prabhu and
                  Vishakh Padmakumar and
                  Vivek Srikumar and
                  William Fedus and
                  William Saunders and
                  William Zhang and
                  Wout Vossen and
                  Xiang Ren and
                  Xiaoyu Tong and
                  Xinran Zhao and
                  Xinyi Wu and
                  Xudong Shen and
                  Yadollah Yaghoobzadeh and
                  Yair Lakretz and
                  Yangqiu Song and
                  Yasaman Bahri and
                  Yejin Choi and
                  Yichi Yang and
                  Yiding Hao and
                  Yifu Chen and
                  Yonatan Belinkov and
                  Yu Hou and
                  Yufang Hou and
                  Yuntao Bai and
                  Zachary Seid and
                  Zhuoye Zhao and
                  Zijian Wang and
                  Zijie J. Wang and
                  Zirui Wang and
                  Ziyi Wu},
  title        = {Beyond the Imitation Game: Quantifying and extrapolating the capabilities
                  of language models},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=uyTL5Bvosj},
  timestamp    = {Tue, 06 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/SrivastavaRRSAF23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-11028,
  author       = {Antonio Macaluso and
                  Matthias Klusch and
                  Stefano Lodi and
                  Claudio Sartori},
  title        = {{MAQA:} {A} Quantum Framework for Supervised Learning},
  journal      = {CoRR},
  volume       = {abs/2303.11028},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.11028},
  doi          = {10.48550/ARXIV.2303.11028},
  eprinttype    = {arXiv},
  eprint       = {2303.11028},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-11028.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-11766,
  author       = {Stefan Klus and
                  Maia Trower},
  title        = {Transfer operators on graphs: Spectral clustering and beyond},
  journal      = {CoRR},
  volume       = {abs/2305.11766},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.11766},
  doi          = {10.48550/ARXIV.2305.11766},
  eprinttype    = {arXiv},
  eprint       = {2305.11766},
  timestamp    = {Wed, 24 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-11766.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-16912,
  author       = {Stefan Klus and
                  Patrick Gel{\ss}},
  title        = {Continuous optimization methods for the graph isomorphism problem},
  journal      = {CoRR},
  volume       = {abs/2311.16912},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.16912},
  doi          = {10.48550/ARXIV.2311.16912},
  eprinttype    = {arXiv},
  eprint       = {2311.16912},
  timestamp    = {Mon, 04 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-16912.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eceasst/KlusKRW22,
  author       = {Holger Klus and
                  Christoph Knieke and
                  Andreas Rausch and
                  Stefan H. A. Wittek},
  title        = {Software Engineering meets Artificial Intelligence},
  journal      = {Electron. Commun. Eur. Assoc. Softw. Sci. Technol.},
  volume       = {82},
  year         = {2022},
  url          = {https://doi.org/10.14279/tuj.eceasst.82.1224},
  doi          = {10.14279/TUJ.ECEASST.82.1224},
  timestamp    = {Mon, 02 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/eceasst/KlusKRW22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MollenhauerKSK22,
  author       = {Mattes Mollenhauer and
                  Stefan Klus and
                  Christof Sch{\"{u}}tte and
                  P{\'{e}}ter Koltai},
  title        = {Kernel Autocovariance Operators of Stationary Processes: Estimation
                  and Convergence},
  journal      = {J. Mach. Learn. Res.},
  volume       = {23},
  pages        = {327:1--327:34},
  year         = {2022},
  url          = {https://jmlr.org/papers/v23/20-442.html},
  timestamp    = {Wed, 11 Sep 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MollenhauerKSK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlst/HoffmannSHMSHKW22,
  author       = {Moritz Hoffmann and
                  Martin Scherer and
                  Tim Hempel and
                  Andreas Mardt and
                  Brian de Silva and
                  Brooke E. Husic and
                  Stefan Klus and
                  Hao Wu and
                  J. Nathan Kutz and
                  Steven L. Brunton and
                  Frank No{\'{e}}},
  title        = {Deeptime: a Python library for machine learning dynamical models from
                  time series data},
  journal      = {Mach. Learn. Sci. Technol.},
  volume       = {3},
  number       = {1},
  pages        = {15009},
  year         = {2022},
  url          = {https://doi.org/10.1088/2632-2153/ac3de0},
  doi          = {10.1088/2632-2153/AC3DE0},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlst/HoffmannSHMSHKW22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccta/ZhuKS22,
  author       = {Hongyu Zhu and
                  Stefan Klus and
                  Tuhin Sahai},
  title        = {A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering
                  of Graphs},
  booktitle    = {{IEEE} Conference on Control Technology and Applications, {CCTA} 2022,
                  Trieste, Italy, August 23-25, 2022},
  pages        = {1202--1207},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/CCTA49430.2022.9966092},
  doi          = {10.1109/CCTA49430.2022.9966092},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ccta/ZhuKS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mod/MacalusoOKLS22,
  author       = {Antonio Macaluso and
                  Filippo Orazi and
                  Matthias Klusch and
                  Stefano Lodi and
                  Claudio Sartori},
  editor       = {Giuseppe Nicosia and
                  Varun Ojha and
                  Emanuele La Malfa and
                  Gabriele La Malfa and
                  Panos M. Pardalos and
                  Giuseppe Di Fatta and
                  Giovanni Giuffrida and
                  Renato Umeton},
  title        = {A Variational Algorithm for Quantum Single Layer Perceptron},
  booktitle    = {Machine Learning, Optimization, and Data Science - 8th International
                  Workshop, {LOD} 2022, Certosa di Pontignano, Italy, September 19-22,
                  2022, Revised Selected Papers, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13811},
  pages        = {341--356},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-25891-6\_26},
  doi          = {10.1007/978-3-031-25891-6\_26},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mod/MacalusoOKLS22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-00004,
  author       = {Hongyu Zhu and
                  Stefan Klus and
                  Tuhin Sahai},
  title        = {A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering
                  of Graphs},
  journal      = {CoRR},
  volume       = {abs/2203.00004},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.00004},
  doi          = {10.48550/ARXIV.2203.00004},
  eprinttype    = {arXiv},
  eprint       = {2203.00004},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-00004.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-04615,
  author       = {Aarohi Srivastava and
                  Abhinav Rastogi and
                  Abhishek Rao and
                  Abu Awal Md Shoeb and
                  Abubakar Abid and
                  Adam Fisch and
                  Adam R. Brown and
                  Adam Santoro and
                  Aditya Gupta and
                  Adri{\`{a}} Garriga{-}Alonso and
                  Agnieszka Kluska and
                  Aitor Lewkowycz and
                  Akshat Agarwal and
                  Alethea Power and
                  Alex Ray and
                  Alex Warstadt and
                  Alexander W. Kocurek and
                  Ali Safaya and
                  Ali Tazarv and
                  Alice Xiang and
                  Alicia Parrish and
                  Allen Nie and
                  Aman Hussain and
                  Amanda Askell and
                  Amanda Dsouza and
                  Ambrose Slone and
                  Ameet Rahane and
                  Anantharaman S. Iyer and
                  Anders Andreassen and
                  Andrea Madotto and
                  Andrea Santilli and
                  Andreas Stuhlm{\"{u}}ller and
                  Andrew M. Dai and
                  Andrew La and
                  Andrew K. Lampinen and
                  Andy Zou and
                  Angela Jiang and
                  Angelica Chen and
                  Anh Vuong and
                  Animesh Gupta and
                  Anna Gottardi and
                  Antonio Norelli and
                  Anu Venkatesh and
                  Arash Gholamidavoodi and
                  Arfa Tabassum and
                  Arul Menezes and
                  Arun Kirubarajan and
                  Asher Mullokandov and
                  Ashish Sabharwal and
                  Austin Herrick and
                  Avia Efrat and
                  Aykut Erdem and
                  Ayla Karakas and
                  B. Ryan Roberts and
                  Bao Sheng Loe and
                  Barret Zoph and
                  Bartlomiej Bojanowski and
                  Batuhan {\"{O}}zyurt and
                  Behnam Hedayatnia and
                  Behnam Neyshabur and
                  Benjamin Inden and
                  Benno Stein and
                  Berk Ekmekci and
                  Bill Yuchen Lin and
                  Blake Howald and
                  Bryan Orinion and
                  Cameron Diao and
                  Cameron Dour and
                  Catherine Stinson and
                  Cedrick Argueta and
                  C{\`{e}}sar Ferri Ram{\'{\i}}rez and
                  Chandan Singh and
                  Charles Rathkopf and
                  Chenlin Meng and
                  Chitta Baral and
                  Chiyu Wu and
                  Chris Callison{-}Burch and
                  Chris Waites and
                  Christian Voigt and
                  Christopher D. Manning and
                  Christopher Potts and
                  Cindy Ramirez and
                  Clara E. Rivera and
                  Clemencia Siro and
                  Colin Raffel and
                  Courtney Ashcraft and
                  Cristina Garbacea and
                  Damien Sileo and
                  Dan Garrette and
                  Dan Hendrycks and
                  Dan Kilman and
                  Dan Roth and
                  Daniel Freeman and
                  Daniel Khashabi and
                  Daniel Levy and
                  Daniel Mosegu{\'{\i}} Gonz{\'{a}}lez and
                  Danielle Perszyk and
                  Danny Hernandez and
                  Danqi Chen and
                  Daphne Ippolito and
                  Dar Gilboa and
                  David Dohan and
                  David Drakard and
                  David Jurgens and
                  Debajyoti Datta and
                  Deep Ganguli and
                  Denis Emelin and
                  Denis Kleyko and
                  Deniz Yuret and
                  Derek Chen and
                  Derek Tam and
                  Dieuwke Hupkes and
                  Diganta Misra and
                  Dilyar Buzan and
                  Dimitri Coelho Mollo and
                  Diyi Yang and
                  Dong{-}Ho Lee and
                  Dylan Schrader and
                  Ekaterina Shutova and
                  Ekin Dogus Cubuk and
                  Elad Segal and
                  Eleanor Hagerman and
                  Elizabeth Barnes and
                  Elizabeth Donoway and
                  Ellie Pavlick and
                  Emanuele Rodol{\`{a}} and
                  Emma Lam and
                  Eric Chu and
                  Eric Tang and
                  Erkut Erdem and
                  Ernie Chang and
                  Ethan A. Chi and
                  Ethan Dyer and
                  Ethan J. Jerzak and
                  Ethan Kim and
                  Eunice Engefu Manyasi and
                  Evgenii Zheltonozhskii and
                  Fanyue Xia and
                  Fatemeh Siar and
                  Fernando Mart{\'{\i}}nez{-}Plumed and
                  Francesca Happ{\'{e}} and
                  Fran{\c{c}}ois Chollet and
                  Frieda Rong and
                  Gaurav Mishra and
                  Genta Indra Winata and
                  Gerard de Melo and
                  Germ{\'{a}}n Kruszewski and
                  Giambattista Parascandolo and
                  Giorgio Mariani and
                  Gloria Wang and
                  Gonzalo Jaimovitch{-}L{\'{o}}pez and
                  Gregor Betz and
                  Guy Gur{-}Ari and
                  Hana Galijasevic and
                  Hannah Kim and
                  Hannah Rashkin and
                  Hannaneh Hajishirzi and
                  Harsh Mehta and
                  Hayden Bogar and
                  Henry Shevlin and
                  Hinrich Sch{\"{u}}tze and
                  Hiromu Yakura and
                  Hongming Zhang and
                  Hugh Mee Wong and
                  Ian Ng and
                  Isaac Noble and
                  Jaap Jumelet and
                  Jack Geissinger and
                  Jackson Kernion and
                  Jacob Hilton and
                  Jaehoon Lee and
                  Jaime Fern{\'{a}}ndez Fisac and
                  James B. Simon and
                  James Koppel and
                  James Zheng and
                  James Zou and
                  Jan Kocon and
                  Jana Thompson and
                  Janelle Wingfield and
                  Jared Kaplan and
                  Jarema Radom and
                  Jascha Sohl{-}Dickstein and
                  Jason Phang and
                  Jason Wei and
                  Jason Yosinski and
                  Jekaterina Novikova and
                  Jelle Bosscher and
                  Jennifer Marsh and
                  Jeremy Kim and
                  Jeroen Taal and
                  Jesse H. Engel and
                  Jesujoba Alabi and
                  Jiacheng Xu and
                  Jiaming Song and
                  Jillian Tang and
                  Joan Waweru and
                  John Burden and
                  John Miller and
                  John U. Balis and
                  Jonathan Batchelder and
                  Jonathan Berant and
                  J{\"{o}}rg Frohberg and
                  Jos Rozen and
                  Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
                  Joseph Boudeman and
                  Joseph Guerr and
                  Joseph Jones and
                  Joshua B. Tenenbaum and
                  Joshua S. Rule and
                  Joyce Chua and
                  Kamil Kanclerz and
                  Karen Livescu and
                  Karl Krauth and
                  Karthik Gopalakrishnan and
                  Katerina Ignatyeva and
                  Katja Markert and
                  Kaustubh D. Dhole and
                  Kevin Gimpel and
                  Kevin Omondi and
                  Kory Mathewson and
                  Kristen Chiafullo and
                  Ksenia Shkaruta and
                  Kumar Shridhar and
                  Kyle McDonell and
                  Kyle Richardson and
                  Laria Reynolds and
                  Leo Gao and
                  Li Zhang and
                  Liam Dugan and
                  Lianhui Qin and
                  Lidia Contreras Ochando and
                  Louis{-}Philippe Morency and
                  Luca Moschella and
                  Lucas Lam and
                  Lucy Noble and
                  Ludwig Schmidt and
                  Luheng He and
                  Luis Oliveros Col{\'{o}}n and
                  Luke Metz and
                  L{\"{u}}tfi Kerem Senel and
                  Maarten Bosma and
                  Maarten Sap and
                  Maartje ter Hoeve and
                  Maheen Farooqi and
                  Manaal Faruqui and
                  Mantas Mazeika and
                  Marco Baturan and
                  Marco Marelli and
                  Marco Maru and
                  Mar{\'{\i}}a Jos{\'{e}} Ram{\'{\i}}rez{-}Quintana and
                  Marie Tolkiehn and
                  Mario Giulianelli and
                  Martha Lewis and
                  Martin Potthast and
                  Matthew L. Leavitt and
                  Matthias Hagen and
                  M{\'{a}}ty{\'{a}}s Schubert and
                  Medina Baitemirova and
                  Melody Arnaud and
                  Melvin McElrath and
                  Michael A. Yee and
                  Michael Cohen and
                  Michael Gu and
                  Michael I. Ivanitskiy and
                  Michael Starritt and
                  Michael Strube and
                  Michal Swedrowski and
                  Michele Bevilacqua and
                  Michihiro Yasunaga and
                  Mihir Kale and
                  Mike Cain and
                  Mimee Xu and
                  Mirac Suzgun and
                  Mitch Walker and
                  Mo Tiwari and
                  Mohit Bansal and
                  Moin Aminnaseri and
                  Mor Geva and
                  Mozhdeh Gheini and
                  Mukund Varma T. and
                  Nanyun Peng and
                  Nathan A. Chi and
                  Nayeon Lee and
                  Neta Gur{-}Ari Krakover and
                  Nicholas Cameron and
                  Nicholas Roberts and
                  Nick Doiron and
                  Nicole Martinez and
                  Nikita Nangia and
                  Niklas Deckers and
                  Niklas Muennighoff and
                  Nitish Shirish Keskar and
                  Niveditha Iyer and
                  Noah Constant and
                  Noah Fiedel and
                  Nuan Wen and
                  Oliver Zhang and
                  Omar Agha and
                  Omar Elbaghdadi and
                  Omer Levy and
                  Owain Evans and
                  Pablo Antonio Moreno Casares and
                  Parth Doshi and
                  Pascale Fung and
                  Paul Pu Liang and
                  Paul Vicol and
                  Pegah Alipoormolabashi and
                  Peiyuan Liao and
                  Percy Liang and
                  Peter Chang and
                  Peter Eckersley and
                  Phu Mon Htut and
                  Pinyu Hwang and
                  Piotr Milkowski and
                  Piyush Patil and
                  Pouya Pezeshkpour and
                  Priti Oli and
                  Qiaozhu Mei and
                  Qing Lyu and
                  Qinlang Chen and
                  Rabin Banjade and
                  Rachel Etta Rudolph and
                  Raefer Gabriel and
                  Rahel Habacker and
                  Ramon Risco and
                  Rapha{\"{e}}l Milli{\`{e}}re and
                  Rhythm Garg and
                  Richard Barnes and
                  Rif A. Saurous and
                  Riku Arakawa and
                  Robbe Raymaekers and
                  Robert Frank and
                  Rohan Sikand and
                  Roman Novak and
                  Roman Sitelew and
                  Ronan LeBras and
                  Rosanne Liu and
                  Rowan Jacobs and
                  Rui Zhang and
                  Ruslan Salakhutdinov and
                  Ryan Chi and
                  Ryan Lee and
                  Ryan Stovall and
                  Ryan Teehan and
                  Rylan Yang and
                  Sahib Singh and
                  Saif M. Mohammad and
                  Sajant Anand and
                  Sam Dillavou and
                  Sam Shleifer and
                  Sam Wiseman and
                  Samuel Gruetter and
                  Samuel R. Bowman and
                  Samuel S. Schoenholz and
                  Sanghyun Han and
                  Sanjeev Kwatra and
                  Sarah A. Rous and
                  Sarik Ghazarian and
                  Sayan Ghosh and
                  Sean Casey and
                  Sebastian Bischoff and
                  Sebastian Gehrmann and
                  Sebastian Schuster and
                  Sepideh Sadeghi and
                  Shadi Hamdan and
                  Sharon Zhou and
                  Shashank Srivastava and
                  Sherry Shi and
                  Shikhar Singh and
                  Shima Asaadi and
                  Shixiang Shane Gu and
                  Shubh Pachchigar and
                  Shubham Toshniwal and
                  Shyam Upadhyay and
                  Shyamolima (Shammie) Debnath and
                  Siamak Shakeri and
                  Simon Thormeyer and
                  Simone Melzi and
                  Siva Reddy and
                  Sneha Priscilla Makini and
                  Soo{-}Hwan Lee and
                  Spencer Torene and
                  Sriharsha Hatwar and
                  Stanislas Dehaene and
                  Stefan Divic and
                  Stefano Ermon and
                  Stella Biderman and
                  Stephanie Lin and
                  Stephen Prasad and
                  Steven T. Piantadosi and
                  Stuart M. Shieber and
                  Summer Misherghi and
                  Svetlana Kiritchenko and
                  Swaroop Mishra and
                  Tal Linzen and
                  Tal Schuster and
                  Tao Li and
                  Tao Yu and
                  Tariq Ali and
                  Tatsu Hashimoto and
                  Te{-}Lin Wu and
                  Th{\'{e}}o Desbordes and
                  Theodore Rothschild and
                  Thomas Phan and
                  Tianle Wang and
                  Tiberius Nkinyili and
                  Timo Schick and
                  Timofei Kornev and
                  Titus Tunduny and
                  Tobias Gerstenberg and
                  Trenton Chang and
                  Trishala Neeraj and
                  Tushar Khot and
                  Tyler Shultz and
                  Uri Shaham and
                  Vedant Misra and
                  Vera Demberg and
                  Victoria Nyamai and
                  Vikas Raunak and
                  Vinay V. Ramasesh and
                  Vinay Uday Prabhu and
                  Vishakh Padmakumar and
                  Vivek Srikumar and
                  William Fedus and
                  William Saunders and
                  William Zhang and
                  Wout Vossen and
                  Xiang Ren and
                  Xiaoyu Tong and
                  Xinran Zhao and
                  Xinyi Wu and
                  Xudong Shen and
                  Yadollah Yaghoobzadeh and
                  Yair Lakretz and
                  Yangqiu Song and
                  Yasaman Bahri and
                  Yejin Choi and
                  Yichi Yang and
                  Yiding Hao and
                  Yifu Chen and
                  Yonatan Belinkov and
                  Yu Hou and
                  Yufang Hou and
                  Yuntao Bai and
                  Zachary Seid and
                  Zhuoye Zhao and
                  Zijian Wang and
                  Zijie J. Wang and
                  Zirui Wang and
                  Ziyi Wu},
  title        = {Beyond the Imitation Game: Quantifying and extrapolating the capabilities
                  of language models},
  journal      = {CoRR},
  volume       = {abs/2206.04615},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.04615},
  doi          = {10.48550/ARXIV.2206.04615},
  eprinttype    = {arXiv},
  eprint       = {2206.04615},
  timestamp    = {Mon, 05 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-04615.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jns/BittracherKHKS21,
  author       = {Andreas Bittracher and
                  Stefan Klus and
                  Boumediene Hamzi and
                  P{\'{e}}ter Koltai and
                  Christof Sch{\"{u}}tte},
  title        = {Dimensionality Reduction of Complex Metastable Systems via Kernel
                  Embeddings of Transition Manifolds},
  journal      = {J. Nonlinear Sci.},
  volume       = {31},
  number       = {1},
  pages        = {3},
  year         = {2021},
  url          = {https://doi.org/10.1007/s00332-020-09668-z},
  doi          = {10.1007/S00332-020-09668-Z},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jns/BittracherKHKS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/GelssKSS21,
  author       = {Patrick Gel{\ss} and
                  Stefan Klus and
                  Ingmar Schuster and
                  Christof Sch{\"{u}}tte},
  title        = {Feature space approximation for kernel-based supervised learning},
  journal      = {Knowl. Based Syst.},
  volume       = {221},
  pages        = {106935},
  year         = {2021},
  url          = {https://doi.org/10.1016/j.knosys.2021.106935},
  doi          = {10.1016/J.KNOSYS.2021.106935},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kbs/GelssKSS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlst/KlusGNN21,
  author       = {Stefan Klus and
                  Patrick Gel{\ss} and
                  Feliks N{\"{u}}ske and
                  Frank No{\'{e}}},
  title        = {Symmetric and antisymmetric kernels for machine learning problems
                  in quantum physics and chemistry},
  journal      = {Mach. Learn. Sci. Technol.},
  volume       = {2},
  number       = {4},
  pages        = {45016},
  year         = {2021},
  url          = {https://doi.org/10.1088/2632-2153/ac14ad},
  doi          = {10.1088/2632-2153/AC14AD},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlst/KlusGNN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/paams/WannerKMJMCCDDE21,
  author       = {Leo Wanner and
                  Matthias Klusch and
                  Athanasios Mavropoulos and
                  Emmanuel Jamin and
                  V{\'{\i}}ctor Mar{\'{\i}}n{-}Puchades and
                  Gerard Casamayor and
                  Jan Cernock{\'{y}} and
                  Steffi Davey and
                  M{\'{o}}nica Dom{\'{\i}}nguez and
                  Ekaterina Egorova and
                  Jens Grivolla and
                  Gloria Elena Jaramillo Rojas and
                  Anastasios Karakostas and
                  Dimos Ntioudis and
                  Pavel Pecina and
                  Oleksandr Sobko and
                  Stefanos Vrochidis and
                  Lena Wertmann},
  editor       = {Frank Dignum and
                  Juan Manuel Corchado and
                  Fernando de la Prieta},
  title        = {Towards a Versatile Intelligent Conversational Agent as Personal Assistant
                  for Migrants},
  booktitle    = {Advances in Practical Applications of Agents, Multi-Agent Systems,
                  and Social Good. The {PAAMS} Collection - 19th International Conference,
                  {PAAMS} 2021, Salamanca, Spain, October 6-8, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12946},
  pages        = {316--327},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-85739-4\_26},
  doi          = {10.1007/978-3-030-85739-4\_26},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/paams/WannerKMJMCCDDE21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-15013,
  author       = {Moritz Hoffmann and
                  Martin Scherer and
                  Tim Hempel and
                  Andreas Mardt and
                  Brian de Silva and
                  Brooke E. Husic and
                  Stefan Klus and
                  Hao Wu and
                  J. Nathan Kutz and
                  Steven L. Brunton and
                  Frank No{\'{e}}},
  title        = {Deeptime: a Python library for machine learning dynamical models from
                  time series data},
  journal      = {CoRR},
  volume       = {abs/2110.15013},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.15013},
  eprinttype    = {arXiv},
  eprint       = {2110.15013},
  timestamp    = {Fri, 19 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-15013.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ans/MelnykKMC20,
  author       = {Kateryna Melnyk and
                  Stefan Klus and
                  Gr{\'{e}}goire Montavon and
                  Tim O. F. Conrad},
  title        = {GraphKKE: graph Kernel Koopman embedding for human microbiome analysis},
  journal      = {Appl. Netw. Sci.},
  volume       = {5},
  number       = {1},
  pages        = {96},
  year         = {2020},
  url          = {https://doi.org/10.1007/s41109-020-00339-2},
  doi          = {10.1007/S41109-020-00339-2},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ans/MelnykKMC20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/KlusNH20,
  author       = {Stefan Klus and
                  Feliks N{\"{u}}ske and
                  Boumediene Hamzi},
  title        = {Kernel-Based Approximation of the Koopman Generator and Schr{\"{o}}dinger
                  Operator},
  journal      = {Entropy},
  volume       = {22},
  number       = {7},
  pages        = {722},
  year         = {2020},
  url          = {https://doi.org/10.3390/e22070722},
  doi          = {10.3390/E22070722},
  timestamp    = {Fri, 25 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/entropy/KlusNH20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jns/KlusSM20,
  author       = {Stefan Klus and
                  Ingmar Schuster and
                  Krikamol Muandet},
  title        = {Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert
                  Spaces},
  journal      = {J. Nonlinear Sci.},
  volume       = {30},
  number       = {1},
  pages        = {283--315},
  year         = {2020},
  url          = {https://doi.org/10.1007/s00332-019-09574-z},
  doi          = {10.1007/S00332-019-09574-Z},
  timestamp    = {Sun, 04 Aug 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jns/KlusSM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SchusterMKM20,
  author       = {Ingmar Schuster and
                  Mattes Mollenhauer and
                  Stefan Klus and
                  Krikamol Muandet},
  editor       = {Silvia Chiappa and
                  Roberto Calandra},
  title        = {Kernel Conditional Density Operators},
  booktitle    = {The 23rd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  series       = {Proceedings of Machine Learning Research},
  volume       = {108},
  pages        = {993--1004},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v108/schuster20a.html},
  timestamp    = {Mon, 29 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/SchusterMKM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-00891,
  author       = {Mattes Mollenhauer and
                  Stefan Klus and
                  Christof Sch{\"{u}}tte and
                  P{\'{e}}ter Koltai},
  title        = {Kernel autocovariance operators of stationary processes: Estimation
                  and convergence},
  journal      = {CoRR},
  volume       = {abs/2004.00891},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.00891},
  eprinttype    = {arXiv},
  eprint       = {2004.00891},
  timestamp    = {Wed, 08 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-00891.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-13231,
  author       = {Stefan Klus and
                  Feliks N{\"{u}}ske and
                  Boumediene Hamzi},
  title        = {Kernel-based approximation of the Koopman generator and Schr{\"{o}}dinger
                  operator},
  journal      = {CoRR},
  volume       = {abs/2005.13231},
  year         = {2020},
  url          = {https://arxiv.org/abs/2005.13231},
  eprinttype    = {arXiv},
  eprint       = {2005.13231},
  timestamp    = {Fri, 29 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2005-13231.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-05903,
  author       = {Kateryna Melnyk and
                  Stefan Klus and
                  Gr{\'{e}}goire Montavon and
                  Tim O. F. Conrad},
  title        = {GraphKKE: Graph Kernel Koopman Embedding for Human Microbiome Analysis},
  journal      = {CoRR},
  volume       = {abs/2008.05903},
  year         = {2020},
  url          = {https://arxiv.org/abs/2008.05903},
  eprinttype    = {arXiv},
  eprint       = {2008.05903},
  timestamp    = {Mon, 17 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2008-05903.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-12651,
  author       = {Patrick Gel{\ss} and
                  Stefan Klus and
                  Ingmar Schuster and
                  Christof Sch{\"{u}}tte},
  title        = {Feature space approximation for kernel-based supervised learning},
  journal      = {CoRR},
  volume       = {abs/2011.12651},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.12651},
  eprinttype    = {arXiv},
  eprint       = {2011.12651},
  timestamp    = {Tue, 01 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-12651.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithms/KlusG19,
  author       = {Stefan Klus and
                  Patrick Gel{\ss}},
  title        = {Tensor-Based Algorithms for Image Classification},
  journal      = {Algorithms},
  volume       = {12},
  number       = {11},
  pages        = {240},
  year         = {2019},
  url          = {https://doi.org/10.3390/a12110240},
  doi          = {10.3390/A12110240},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/algorithms/KlusG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/automatica/PeitzK19,
  author       = {Sebastian Peitz and
                  Stefan Klus},
  title        = {Koopman operator-based model reduction for switched-system control
                  of PDEs},
  journal      = {Autom.},
  volume       = {106},
  pages        = {184--191},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.automatica.2019.05.016},
  doi          = {10.1016/J.AUTOMATICA.2019.05.016},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/automatica/PeitzK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamads/ZhangKCS19,
  author       = {Wei Zhang and
                  Stefan Klus and
                  Tim O. F. Conrad and
                  Christof Sch{\"{u}}tte},
  title        = {Learning Chemical Reaction Networks from Trajectory Data},
  journal      = {{SIAM} J. Appl. Dyn. Syst.},
  volume       = {18},
  number       = {4},
  pages        = {2000--2046},
  year         = {2019},
  url          = {https://doi.org/10.1137/19M1265880},
  doi          = {10.1137/19M1265880},
  timestamp    = {Tue, 26 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamads/ZhangKCS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-11255,
  author       = {Ingmar Schuster and
                  Mattes Mollenhauer and
                  Stefan Klus and
                  Krikamol Muandet},
  title        = {Kernel Conditional Density Operators},
  journal      = {CoRR},
  volume       = {abs/1905.11255},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.11255},
  eprinttype    = {arXiv},
  eprint       = {1905.11255},
  timestamp    = {Mon, 03 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-11255.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-04741,
  author       = {Feliks N{\"{u}}ske and
                  Patrick Gel{\ss} and
                  Stefan Klus and
                  Cecilia Clementi},
  title        = {Tensor-based {EDMD} for the Koopman analysis of high-dimensional systems},
  journal      = {CoRR},
  volume       = {abs/1908.04741},
  year         = {2019},
  url          = {http://arxiv.org/abs/1908.04741},
  eprinttype    = {arXiv},
  eprint       = {1908.04741},
  timestamp    = {Mon, 19 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1908-04741.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-02150,
  author       = {Stefan Klus and
                  Patrick Gel{\ss}},
  title        = {Tensor-based algorithms for image classification},
  journal      = {CoRR},
  volume       = {abs/1910.02150},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.02150},
  eprinttype    = {arXiv},
  eprint       = {1910.02150},
  timestamp    = {Wed, 09 Oct 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-02150.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jns/BittracherKKBDS18,
  author       = {Andreas Bittracher and
                  P{\'{e}}ter Koltai and
                  Stefan Klus and
                  Ralf Banisch and
                  Michael Dellnitz and
                  Christof Sch{\"{u}}tte},
  title        = {Transition Manifolds of Complex Metastable Systems - Theory and Data-Driven
                  Computation of Effective Dynamics},
  journal      = {J. Nonlinear Sci.},
  volume       = {28},
  number       = {2},
  pages        = {471--512},
  year         = {2018},
  url          = {https://doi.org/10.1007/s00332-017-9415-0},
  doi          = {10.1007/S00332-017-9415-0},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jns/BittracherKKBDS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jns/KlusNKWKSN18,
  author       = {Stefan Klus and
                  Feliks N{\"{u}}ske and
                  P{\'{e}}ter Koltai and
                  Hao Wu and
                  Ioannis G. Kevrekidis and
                  Christof Sch{\"{u}}tte and
                  Frank No{\'{e}}},
  title        = {Data-Driven Model Reduction and Transfer Operator Approximation},
  journal      = {J. Nonlinear Sci.},
  volume       = {28},
  number       = {3},
  pages        = {985--1010},
  year         = {2018},
  url          = {https://doi.org/10.1007/s00332-017-9437-7},
  doi          = {10.1007/S00332-017-9437-7},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jns/KlusNKWKSN18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bled/HolotiukKLM18,
  author       = {Friedrich Holotiuk and
                  Milan Frederik Klus and
                  Todor Stefan Lohwasser and
                  J{\"{u}}rgen Moormann},
  editor       = {Andreja Pucihar and
                  Mirjana Kljajic Borstnar and
                  Pascal Ravesteijn and
                  Juergen Seitz and
                  Roger W. H. Bons},
  title        = {Motives to Form Alliances for Digital Innovation: The Case of Banks
                  and Fintechs},
  booktitle    = {31st Bled eConference: Digital Transformation: Meeting the Challenges,
                  Bled, Slovenia, June 17-20, 2018},
  pages        = {22},
  publisher    = {University of Maribor Press / Association for Information Systems},
  year         = {2018},
  url          = {https://aisel.aisnet.org/bled2018/22},
  timestamp    = {Thu, 03 Jan 2019 13:05:03 +0100},
  biburl       = {https://dblp.org/rec/conf/bled/HolotiukKLM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-10118,
  author       = {Stefan Klus and
                  Sebastian Peitz and
                  Ingmar Schuster},
  title        = {Analyzing high-dimensional time-series data using kernel transfer
                  operator eigenfunctions},
  journal      = {CoRR},
  volume       = {abs/1805.10118},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.10118},
  eprinttype    = {arXiv},
  eprint       = {1805.10118},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-10118.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-11092,
  author       = {Stefan Klus and
                  Andreas Bittracher and
                  Ingmar Schuster and
                  Christof Sch{\"{u}}tte},
  title        = {A kernel-based approach to molecular conformation analysis},
  journal      = {CoRR},
  volume       = {abs/1809.11092},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.11092},
  eprinttype    = {arXiv},
  eprint       = {1809.11092},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-11092.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcphy/GelssKMS17,
  author       = {Patrick Gel{\ss} and
                  Stefan Klus and
                  Sebastian Matera and
                  Christof Sch{\"{u}}tte},
  title        = {Nearest-neighbor interaction systems in the tensor-train format},
  journal      = {J. Comput. Phys.},
  volume       = {341},
  pages        = {140--162},
  year         = {2017},
  url          = {https://doi.org/10.1016/j.jcp.2017.04.007},
  doi          = {10.1016/J.JCP.2017.04.007},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcphy/GelssKMS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamads/DellnitzKZ17,
  author       = {Michael Dellnitz and
                  Stefan Klus and
                  Adrian Ziessler},
  title        = {A Set-Oriented Numerical Approach for Dynamical Systems with Parameter
                  Uncertainty},
  journal      = {{SIAM} J. Appl. Dyn. Syst.},
  volume       = {16},
  number       = {1},
  pages        = {120--138},
  year         = {2017},
  url          = {https://doi.org/10.1137/16M1072735},
  doi          = {10.1137/16M1072735},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/siamads/DellnitzKZ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/SilvaOLK17,
  author       = {Josenildo Costa da Silva and
                  Gustavo H. B. S. Oliveira and
                  Stefano Lodi and
                  Matthias Klusch},
  editor       = {Xuewen Chen and
                  Bo Luo and
                  Feng Luo and
                  Vasile Palade and
                  M. Arif Wani},
  title        = {Clustering Distributed Short Time Series with Dense Patterns},
  booktitle    = {16th {IEEE} International Conference on Machine Learning and Applications,
                  {ICMLA} 2017, Cancun, Mexico, December 18-21, 2017},
  pages        = {34--41},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICMLA.2017.0-181},
  doi          = {10.1109/ICMLA.2017.0-181},
  timestamp    = {Tue, 20 Aug 2024 07:54:44 +0200},
  biburl       = {https://dblp.org/rec/conf/icmla/SilvaOLK17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SahaiKD17,
  author       = {Tuhin Sahai and
                  Stefan Klus and
                  Michael Dellnitz},
  title        = {Continuous Relaxations for the Traveling Salesman Problem},
  journal      = {CoRR},
  volume       = {abs/1702.05224},
  year         = {2017},
  url          = {http://arxiv.org/abs/1702.05224},
  eprinttype    = {arXiv},
  eprint       = {1702.05224},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SahaiKD17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-01572,
  author       = {Stefan Klus and
                  Ingmar Schuster and
                  Krikamol Muandet},
  title        = {Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert
                  Spaces},
  journal      = {CoRR},
  volume       = {abs/1712.01572},
  year         = {2017},
  url          = {http://arxiv.org/abs/1712.01572},
  eprinttype    = {arXiv},
  eprint       = {1712.01572},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1712-01572.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/KluschK0LB16,
  author       = {Matthias Klusch and
                  Patrick Kapahnke and
                  Stefan Schulte and
                  Freddy L{\'{e}}cu{\'{e}} and
                  Abraham Bernstein},
  title        = {Semantic Web Service Search: {A} Brief Survey},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {30},
  number       = {2},
  pages        = {139--147},
  year         = {2016},
  url          = {https://doi.org/10.1007/s13218-015-0415-7},
  doi          = {10.1007/S13218-015-0415-7},
  timestamp    = {Tue, 14 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ki/KluschK0LB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/PoppLBBCCCDGGHK16,
  author       = {Thomas Popp and
                  Gerrit de Leeuw and
                  Christine Bingen and
                  Christoph Br{\"{u}}hl and
                  Virginie Capelle and
                  Alain Ch{\'{e}}din and
                  Lieven Clarisse and
                  Oleg Dubovik and
                  Roy G. Grainger and
                  Jan Griesfeller and
                  Andreas Heckel and
                  Stefan Kinne and
                  Lars Kl{\"{u}}ser and
                  Miriam Kosmale and
                  Pekka Kolmonen and
                  Luca Lelli and
                  Pavel Litvinov and
                  Linlu Mei and
                  Peter R. J. North and
                  Simon Pinnock and
                  Adam C. Povey and
                  Charles Robert and
                  Michael Schulz and
                  Larisa Sogacheva and
                  Kerstin Stebel and
                  Deborah Stein Zweers and
                  Gareth Thomas and
                  Lieuwe Gijsbert Tilstra and
                  Sophie Vandenbussche and
                  J. Pepijn Veefkind and
                  Marco Vountas and
                  Yong Xue},
  title        = {Development, Production and Evaluation of Aerosol Climate Data Records
                  from European Satellite Observations (Aerosol{\_}cci)},
  journal      = {Remote. Sens.},
  volume       = {8},
  number       = {5},
  pages        = {421},
  year         = {2016},
  url          = {https://doi.org/10.3390/rs8050421},
  doi          = {10.3390/RS8050421},
  timestamp    = {Tue, 18 Jun 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/remotesensing/PoppLBBCCCDGGHK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/SilvaKL16,
  author       = {Josenildo Costa da Silva and
                  Matthias Klusch and
                  Stefano Lodi},
  editor       = {Henrik Bostr{\"{o}}m and
                  Arno J. Knobbe and
                  Carlos Soares and
                  Panagiotis Papapetrou},
  title        = {Privacy-Awareness of Distributed Data Clustering Algorithms Revisited},
  booktitle    = {Advances in Intelligent Data Analysis {XV} - 15th International Symposium,
                  {IDA} 2016, Stockholm, Sweden, October 13-15, 2016, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {9897},
  pages        = {261--272},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-46349-0\_23},
  doi          = {10.1007/978-3-319-46349-0\_23},
  timestamp    = {Sun, 02 Jun 2019 21:13:53 +0200},
  biburl       = {https://dblp.org/rec/conf/ida/SilvaKL16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PelesK15,
  author       = {Slaven Peles and
                  Stefan Klus},
  title        = {Sparse Automatic Differentiation for Large-Scale Computations Using
                  Abstract Elementary Algebra},
  journal      = {CoRR},
  volume       = {abs/1505.00838},
  year         = {2015},
  url          = {http://arxiv.org/abs/1505.00838},
  eprinttype    = {arXiv},
  eprint       = {1505.00838},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PelesK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eetcc/ZinnikusBCKKNSW14,
  author       = {Ingo Zinnikus and
                  Sergiy Byelozyorov and
                  Xiaoqi Cao and
                  Matthias Klusch and
                  Christopher Krauss and
                  Andreas Nonnengart and
                  Torsten Spieldenner and
                  Stefan Warwas and
                  Philipp Slusallek},
  title        = {A Collaborative VirtualWorkspace for Factory Configuration and Evaluation},
  journal      = {{EAI} Endorsed Trans. Collab. Comput.},
  volume       = {1},
  number       = {1},
  pages        = {e5},
  year         = {2014},
  url          = {https://doi.org/10.4108/cc.1.1.e5},
  doi          = {10.4108/CC.1.1.E5},
  timestamp    = {Thu, 25 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/eetcc/ZinnikusBCKKNSW14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/hmd/KlusmannWH14,
  author       = {Daniel Klusmann and
                  Stefan Wulftange and
                  Uwe Hoppe},
  title        = {Handlungsempfehlungen f{\"{u}}r Social Media Strategien in Kreditinstituten},
  journal      = {{HMD} Prax. Wirtsch.},
  volume       = {51},
  number       = {3},
  pages        = {350--361},
  year         = {2014},
  url          = {https://doi.org/10.1365/s40702-014-0043-y},
  doi          = {10.1365/S40702-014-0043-Y},
  timestamp    = {Thu, 25 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/hmd/KlusmannWH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edoc/0002HHDKS14,
  author       = {Stefan Schulte and
                  Philipp Hoenisch and
                  Christoph Hochreiner and
                  Schahram Dustdar and
                  Matthias Klusch and
                  Dieter Schuller},
  editor       = {Manfred Reichert and
                  Stefanie Rinderle{-}Ma and
                  Georg Grossmann},
  title        = {Towards Process Support for Cloud Manufacturing},
  booktitle    = {18th {IEEE} International Enterprise Distributed Object Computing
                  Conference, {EDOC} 2014, Ulm, Germany, September 1-5, 2014},
  pages        = {142--149},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/EDOC.2014.28},
  doi          = {10.1109/EDOC.2014.28},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/edoc/0002HHDKS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mobiquitous/KluschKCRTM14,
  author       = {Matthias Klusch and
                  Patrick Kapahnke and
                  Xiaoqi Cao and
                  Benjamin Rainer and
                  Christian Timmerer and
                  Stefan Mangold},
  editor       = {Moustafa Youssef and
                  Cecilia Mascolo and
                  Fahim Kawsar},
  title        = {MyMedia: mobile semantic peer-to-peer video search and live streaming},
  booktitle    = {11th International Conference on Mobile and Ubiquitous Systems: Computing,
                  Networking and Services, {MOBIQUITOUS} 2014, London, United Kingdom,
                  December 2-5, 2014},
  pages        = {277--286},
  publisher    = {{ICST} / {ACM}},
  year         = {2014},
  url          = {https://doi.org/10.4108/icst.mobiquitous.2014.258026},
  doi          = {10.4108/ICST.MOBIQUITOUS.2014.258026},
  timestamp    = {Wed, 24 Feb 2021 08:54:23 +0100},
  biburl       = {https://dblp.org/rec/conf/mobiquitous/KluschKCRTM14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KlusS14,
  author       = {Stefan Klus and
                  Tuhin Sahai},
  title        = {A Spectral Assignment Approach for the Graph Isomorphism Problem},
  journal      = {CoRR},
  volume       = {abs/1411.0969},
  year         = {2014},
  url          = {http://arxiv.org/abs/1411.0969},
  eprinttype    = {arXiv},
  eprint       = {1411.0969},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/KlusS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aamas/WarwasKFS12,
  author       = {Stefan Warwas and
                  Matthias Klusch and
                  Klaus Fischer and
                  Philipp Slusallek},
  editor       = {Wiebe van der Hoek and
                  Lin Padgham and
                  Vincent Conitzer and
                  Michael Winikoff},
  title        = {A development environment for engineering intelligent avatars for
                  semantically-enhanced simulated realities (demonstration)},
  booktitle    = {International Conference on Autonomous Agents and Multiagent Systems,
                  {AAMAS} 2012, Valencia, Spain, June 4-8, 2012 {(3} Volumes)},
  pages        = {1479--1480},
  publisher    = {{IFAAMAS}},
  year         = {2012},
  url          = {http://dl.acm.org/citation.cfm?id=2344070},
  timestamp    = {Thu, 19 Mar 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aamas/WarwasKFS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esws/SchulteLKS12,
  author       = {Stefan Schulte and
                  Ulrich Lampe and
                  Matthias Klusch and
                  Ralf Steinmetz},
  editor       = {Elena Simperl and
                  Philipp Cimiano and
                  Axel Polleres and
                  {\'{O}}scar Corcho and
                  Valentina Presutti},
  title        = {{COV4SWS.KOM:} Information Quality-Aware Matchmaking for Semantic
                  Services},
  booktitle    = {The Semantic Web: Research and Applications - 9th Extended Semantic
                  Web Conference, {ESWC} 2012, Heraklion, Crete, Greece, May 27-31,
                  2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7295},
  pages        = {499--513},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-30284-8\_40},
  doi          = {10.1007/978-3-642-30284-8\_40},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/esws/SchulteLKS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaart/WarwasFKS12,
  author       = {Stefan Warwas and
                  Klaus Fischer and
                  Matthias Klusch and
                  Philipp Slusallek},
  editor       = {Joaquim Filipe and
                  Ana L. N. Fred},
  title        = {{BOCHICA:} {A} Model-driven Framework for Engineering Multiagent Systems},
  booktitle    = {{ICAART} 2012 - Proceedings of the 4th International Conference on
                  Agents and Artificial Intelligence, Volume 1 - Artificial Intelligence,
                  Vilamoura, Algarve, Portugal, 6-8 February, 2012},
  pages        = {109--118},
  publisher    = {SciTePress},
  year         = {2012},
  timestamp    = {Fri, 02 Jan 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icaart/WarwasFKS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-4888,
  author       = {Tuhin Sahai and
                  Stefan Klus and
                  Michael Dellnitz},
  title        = {A Traveling Salesman Learns Bayesian Networks},
  journal      = {CoRR},
  volume       = {abs/1211.4888},
  year         = {2012},
  url          = {http://arxiv.org/abs/1211.4888},
  eprinttype    = {arXiv},
  eprint       = {1211.4888},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1211-4888.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcam/KlusSLD11,
  author       = {Stefan Klus and
                  Tuhin Sahai and
                  Cong Liu and
                  Michael Dellnitz},
  title        = {An efficient algorithm for the parallel solution of high-dimensional
                  differential equations},
  journal      = {J. Comput. Appl. Math.},
  volume       = {235},
  number       = {9},
  pages        = {3053--3062},
  year         = {2011},
  url          = {https://doi.org/10.1016/j.cam.2010.12.026},
  doi          = {10.1016/J.CAM.2010.12.026},
  timestamp    = {Sun, 25 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jcam/KlusSLD11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/WarwasK11,
  author       = {Stefan Warwas and
                  Matthias Klusch},
  editor       = {Olivier Boissier and
                  Jeffrey Bradshaw and
                  Longbing Cao and
                  Klaus Fischer and
                  Mohand{-}Said Hacid},
  title        = {Making Multiagent System Designs Reusable: {A} Model-Driven Approach},
  booktitle    = {Proceedings of the 2011 {IEEE/WIC/ACM} International Conference on
                  Intelligent Agent Technology, {IAT} 2011, Campus Scientifique de la
                  Doua, Lyon, France, August 22-27, 2011},
  pages        = {101--108},
  publisher    = {{IEEE} Computer Society},
  year         = {2011},
  url          = {https://doi.org/10.1109/WI-IAT.2011.118},
  doi          = {10.1109/WI-IAT.2011.118},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/WarwasK11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/skg/KluschCKW11,
  author       = {Matthias Klusch and
                  Xiaoqi Cao and
                  Patrick Kapahnke and
                  Stefan Warwas},
  title        = {Semantics and Agents for Intelligent Simulation and Collaboration
                  in the 3D Internet},
  booktitle    = {Seventh International Conference on Semantics Knowledge and Grid {(SKG}
                  2011), Beijing, China, October 24-26, 2011},
  pages        = {9--16},
  publisher    = {{IEEE} Computer Society},
  year         = {2011},
  url          = {https://doi.org/10.1109/SKG.2011.40},
  doi          = {10.1109/SKG.2011.40},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/skg/KluschCKW11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaart/NesbigallWKSK0S10,
  author       = {Stefan Nesbigall and
                  Stefan Warwas and
                  Patrick Kapahnke and
                  Ren{\'{e}} Schubotz and
                  Matthias Klusch and
                  Klaus Fischer and
                  Philipp Slusallek},
  editor       = {Joaquim Filipe and
                  Ana L. N. Fred and
                  Bernadette Sharp},
  title        = {ISReal: {A} Platform for Intelligent Simulated Realities},
  booktitle    = {Agents and Artificial Intelligence - Second International Conference,
                  {ICAART} 2010, Valencia, Spain, January 22-24, 2010. Revised Selected
                  Papers},
  series       = {Communications in Computer and Information Science},
  volume       = {129},
  pages        = {201--213},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-19890-8\_15},
  doi          = {10.1007/978-3-642-19890-8\_15},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icaart/NesbigallWKSK0S10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaart/NesbigallWKSKFS10,
  author       = {Stefan Nesbigall and
                  Stefan Warwas and
                  Patrick Kapahnke and
                  Ren{\'{e}} Schubotz and
                  Matthias Klusch and
                  Klaus Fischer and
                  Philipp Slusallek},
  editor       = {Joaquim Filipe and
                  Ana L. N. Fred and
                  Bernadette Sharp},
  title        = {Intelligent Agents for Semantic Simulated Realities - The ISReal Platform},
  booktitle    = {{ICAART} 2010 - Proceedings of the International Conference on Agents
                  and Artificial Intelligence, Volume 2 - Agents, Valencia, Spain, January
                  22-24, 2010},
  pages        = {72--79},
  publisher    = {{INSTICC} Press},
  year         = {2010},
  timestamp    = {Fri, 02 Jan 2015 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icaart/NesbigallWKSKFS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/KapahnkeLNWK10,
  author       = {Patrick Kapahnke and
                  Pascal Liedtke and
                  Stefan Nesbigall and
                  Stefan Warwas and
                  Matthias Klusch},
  editor       = {Peter F. Patel{-}Schneider and
                  Yue Pan and
                  Pascal Hitzler and
                  Peter Mika and
                  Lei Zhang and
                  Jeff Z. Pan and
                  Ian Horrocks and
                  Birte Glimm},
  title        = {ISReal: An Open Platform for Semantic-Based 3D Simulations in the
                  3D Internet},
  booktitle    = {The Semantic Web - {ISWC} 2010 - 9th International Semantic Web Conference,
                  {ISWC} 2010, Shanghai, China, November 7-11, 2010, Revised Selected
                  Papers, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6497},
  pages        = {161--176},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-17749-1\_11},
  doi          = {10.1007/978-3-642-17749-1\_11},
  timestamp    = {Tue, 12 Apr 2022 14:46:29 +0200},
  biburl       = {https://dblp.org/rec/conf/semweb/KapahnkeLNWK10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1003-5238,
  author       = {Stefan Klus and
                  Tuhin Sahai and
                  Cong Liu and
                  Michael Dellnitz},
  title        = {An efficient algorithm for the parallel solution of high-dimensional
                  differential equations},
  journal      = {CoRR},
  volume       = {abs/1003.5238},
  year         = {2010},
  url          = {http://arxiv.org/abs/1003.5238},
  eprinttype    = {arXiv},
  eprint       = {1003.5238},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1003-5238.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edoc/HahnNWZKF08,
  author       = {Christian Hahn and
                  Stefan Nesbigall and
                  Stefan Warwas and
                  Ingo Zinnikus and
                  Matthias Klusch and
                  Klaus Fischer},
  editor       = {Marten van Sinderen and
                  Jo{\~{a}}o Paulo A. Almeida and
                  Lu{\'{\i}}s Ferreira Pires and
                  Maarten Steen},
  title        = {Model-driven Approach to the Integration of Multiagent Systems and
                  Semantic Web Services},
  booktitle    = {Workshops Proceedings of the 12th International {IEEE} Enterprise
                  Distributed Object Computing Conference, {ECOCW} 2008, 16 September
                  2008, Munich, Germany},
  pages        = {317--324},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/EDOCW.2008.43},
  doi          = {10.1109/EDOCW.2008.43},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/edoc/HahnNWZKF08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/HahnNWZFK08,
  author       = {Christian Hahn and
                  Stefan Nesbigall and
                  Stefan Warwas and
                  Ingo Zinnikus and
                  Klaus Fischer and
                  Matthias Klusch},
  title        = {Integration of Multiagent Systems and Semantic Web Services on a Platform
                  Independent Level},
  booktitle    = {Proceedings of the 2008 {IEEE/WIC/ACM} International Conference on
                  Intelligent Agent Technology, Sydney, NSW, Australia, December 9-12,
                  2008},
  pages        = {200--206},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/WIIAT.2008.321},
  doi          = {10.1109/WIIAT.2008.321},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/HahnNWZFK08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/KluschNZ08,
  author       = {Matthias Klusch and
                  Stefan Nesbigall and
                  Ingo Zinnikus},
  editor       = {Rub{\'{e}}n Lara Hernandez and
                  Tommaso Di Noia and
                  Ioan Toma},
  title        = {Model-Driven Semantic Service Matchmaking for Collaborative Business
                  Processes},
  booktitle    = {Proceedings of the Second International Workshop on Service Matchmaking
                  and Resource Retrieval in the Semantic Web, Karlsruhe, Germany, October
                  27, 2008},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {416},
  publisher    = {CEUR-WS.org},
  year         = {2008},
  url          = {https://ceur-ws.org/Vol-416/paper4.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:04 +0100},
  biburl       = {https://dblp.org/rec/conf/semweb/KluschNZ08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/webi/KluschNZ08,
  author       = {Matthias Klusch and
                  Stefan Nesbigall and
                  Ingo Zinnikus},
  title        = {{MDSM:} {A} Model-Driven Approach to Semantic Service Selection for
                  Collaborative Business Processes},
  booktitle    = {2008 {IEEE} / {WIC} / {ACM} International Conference on Web Intelligence,
                  {WI} 2008, 9-12 December 2008, Sydney, NSW, Australia, Main Conference
                  Proceedings},
  pages        = {612--618},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/WIIAT.2008.176},
  doi          = {10.1109/WIIAT.2008.176},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/webi/KluschNZ08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/wias/SilvaKLM06,
  author       = {Josenildo Costa da Silva and
                  Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  title        = {Privacy-preserving agent-based distributed data clustering},
  journal      = {Web Intell. Agent Syst.},
  volume       = {4},
  number       = {2},
  pages        = {221--238},
  year         = {2006},
  url          = {http://content.iospress.com/articles/web-intelligence-and-agent-systems-an-international-journal/wia00088},
  timestamp    = {Thu, 21 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/wias/SilvaKLM06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/SilvaKLM04,
  author       = {Josenildo Costa da Silva and
                  Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  editor       = {Ram{\'{o}}n L{\'{o}}pez de M{\'{a}}ntaras and
                  Lorenza Saitta},
  title        = {Inference Attacks in Peer-to-Peer Homogeneous Distributed Data Mining},
  booktitle    = {Proceedings of the 16th Eureopean Conference on Artificial Intelligence,
                  ECAI'2004, including Prestigious Applicants of Intelligent Systems,
                  {PAIS} 2004, Valencia, Spain, August 22-27, 2004},
  pages        = {450--454},
  publisher    = {{IOS} Press},
  year         = {2004},
  timestamp    = {Fri, 11 May 2018 12:42:30 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/SilvaKLM04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/agentlink/KluschLM03,
  author       = {Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  editor       = {Matthias Klusch and
                  Sonia Bergamaschi and
                  Peter Edwards and
                  Paolo Petta},
  title        = {Agent-Based Distributed Data Mining: The {KDEC} Scheme},
  booktitle    = {Intelligent Information Agents - The AgentLink Perspective},
  series       = {Lecture Notes in Computer Science},
  volume       = {2586},
  pages        = {104--122},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/3-540-36561-3\_5},
  doi          = {10.1007/3-540-36561-3\_5},
  timestamp    = {Fri, 27 Mar 2020 08:50:38 +0100},
  biburl       = {https://dblp.org/rec/conf/agentlink/KluschLM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/KluschLM03,
  author       = {Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  title        = {Issues of agent-based distributed data mining},
  booktitle    = {The Second International Joint Conference on Autonomous Agents {\&}
                  Multiagent Systems, {AAMAS} 2003, July 14-18, 2003, Melbourne, Victoria,
                  Australia, Proceedings},
  pages        = {1034--1035},
  publisher    = {{ACM}},
  year         = {2003},
  url          = {https://doi.org/10.1145/860575.860782},
  doi          = {10.1145/860575.860782},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/atal/KluschLM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iat/KluschLM03,
  author       = {Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  title        = {The Role of Agents in Distributed Data Mining: Issues and Benefits},
  booktitle    = {2003 {IEEE/WIC} International Conference on Intelligent Agent Technology
                  {(IAT} 2003), 13-17 October 2003, Halifax, Canada},
  pages        = {211--217},
  publisher    = {{IEEE} Computer Society},
  year         = {2003},
  url          = {https://doi.org/10.1109/IAT.2003.1241070},
  doi          = {10.1109/IAT.2003.1241070},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iat/KluschLM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/KluschLM03,
  author       = {Matthias Klusch and
                  Stefano Lodi and
                  Gianluca Moro},
  editor       = {Georg Gottlob and
                  Toby Walsh},
  title        = {Distributed Clustering Based on Sampling Local Density Estimates},
  booktitle    = {IJCAI-03, Proceedings of the Eighteenth International Joint Conference
                  on Artificial Intelligence, Acapulco, Mexico, August 9-15, 2003},
  pages        = {485--490},
  publisher    = {Morgan Kaufmann},
  year         = {2003},
  url          = {http://ijcai.org/Proceedings/03/Papers/072.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:18:41 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/KluschLM03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ki/Klusmeier88,
  author       = {Stefan Klusmeier},
  title        = {Erfahrungen mit einer induktiven Expertensystem-Shell},
  journal      = {K{\"{u}}nstliche Intell.},
  volume       = {2},
  number       = {4},
  pages        = {46--47},
  year         = {1988},
  timestamp    = {Tue, 14 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ki/Klusmeier88.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icftcs/Klusmeier87,
  author       = {Stefan Klusmeier},
  editor       = {Fevzi Belli and
                  Winfried G{\"{o}}rke},
  title        = {Konzept und Einsatzerfahrung mit Marathon/32 und {RELIANCE}},
  booktitle    = {Fehlertolerierende Rechensysteme / Fault-Tolerant Computing Systems,
                  3. Internationale GI/ITG/GMA-Fachtagung, Bremerhaven, Deutschland,
                  9.-11. September 1987, Proceedings},
  series       = {Informatik-Fachberichte},
  volume       = {147},
  pages        = {376--377},
  publisher    = {Springer},
  year         = {1987},
  url          = {https://doi.org/10.1007/978-3-642-45628-2\_34},
  doi          = {10.1007/978-3-642-45628-2\_34},
  timestamp    = {Sat, 23 Jun 2018 18:44:44 +0200},
  biburl       = {https://dblp.org/rec/conf/icftcs/Klusmeier87.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}