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BibTeX records: Suleyman Serdar Kozat
@article{DBLP:journals/npl/SaglamMCK24, author = {Baturay Saglam and Furkan B. Mutlu and Dogan C. Cicek and Suleyman Serdar Kozat}, title = {Parameter-Free Reduction of the Estimation Bias in Deep Reinforcement Learning for Deterministic Policy Gradients}, journal = {Neural Process. Lett.}, volume = {56}, number = {2}, pages = {80}, year = {2024}, url = {https://doi.org/10.1007/s11063-024-11461-y}, doi = {10.1007/S11063-024-11461-Y}, timestamp = {Sat, 04 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/npl/SaglamMCK24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sivp/YilmazMBK24, author = {Selim Firat Yilmaz and Furkan B. Mutlu and Ismail Balaban and Suleyman S. Kozat}, title = {{TMD-NER:} Turkish multi-domain named entity recognition for informal texts}, journal = {Signal Image Video Process.}, volume = {18}, number = {3}, pages = {2255--2263}, year = {2024}, url = {https://doi.org/10.1007/s11760-023-02898-0}, doi = {10.1007/S11760-023-02898-0}, timestamp = {Mon, 01 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sivp/YilmazMBK24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aaai/SaglamMCK24, author = {Baturay Saglam and Furkan B. Mutlu and Dogan C. Cicek and Suleyman S. Kozat}, editor = {Michael J. Wooldridge and Jennifer G. Dy and Sriraam Natarajan}, title = {Actor Prioritized Experience Replay (Abstract Reprint)}, booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence, {AAAI} 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, {IAAI} 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2014, February 20-27, 2024, Vancouver, Canada}, pages = {22710}, publisher = {{AAAI} Press}, year = {2024}, url = {https://doi.org/10.1609/aaai.v38i20.30610}, doi = {10.1609/AAAI.V38I20.30610}, timestamp = {Tue, 02 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/aaai/SaglamMCK24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2401-11250, author = {Mehmet Y. Turali and Mehmet E. Lorasdagi and Ali Taha Ko{\c{c}} and Suleyman S. Kozat}, title = {{AFS-BM:} Enhancing Model Performance through Adaptive Feature Selection with Binary Masking}, journal = {CoRR}, volume = {abs/2401.11250}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2401.11250}, doi = {10.48550/ARXIV.2401.11250}, eprinttype = {arXiv}, eprint = {2401.11250}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2401-11250.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2401-12644, author = {Mehmet E. Lorasdagi and Mehmet Y. Turali and Ali Taha Ko{\c{c}} and Suleyman S. Kozat}, title = {Binary Feature Mask Optimization for Feature Selection}, journal = {CoRR}, volume = {abs/2401.12644}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2401.12644}, doi = {10.48550/ARXIV.2401.12644}, eprinttype = {arXiv}, eprint = {2401.12644}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2401-12644.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jair/SaglamMCK23, author = {Baturay Saglam and Furkan B. Mutlu and Dogan C. Cicek and Suleyman S. Kozat}, title = {Actor Prioritized Experience Replay}, journal = {J. Artif. Intell. Res.}, volume = {78}, pages = {639--672}, year = {2023}, url = {https://doi.org/10.1613/jair.1.14819}, doi = {10.1613/JAIR.1.14819}, timestamp = {Wed, 29 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jair/SaglamMCK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ml/SaglamK23, author = {Baturay Saglam and Suleyman S. Kozat}, title = {Deep intrinsically motivated exploration in continuous control}, journal = {Mach. Learn.}, volume = {112}, number = {12}, pages = {4959--4993}, year = {2023}, url = {https://doi.org/10.1007/s10994-023-06363-4}, doi = {10.1007/S10994-023-06363-4}, timestamp = {Sun, 10 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/ml/SaglamK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sivp/AslanK23, author = {Fatih Aslan and Suleyman Serdar Kozat}, title = {Handling irregularly sampled signals with gated temporal convolutional networks}, journal = {Signal Image Video Process.}, volume = {17}, number = {3}, pages = {817--823}, year = {2023}, url = {https://doi.org/10.1007/s11760-022-02292-2}, doi = {10.1007/S11760-022-02292-2}, timestamp = {Tue, 28 Mar 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sivp/AslanK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sivp/TekinK23, author = {Selim Furkan Tekin and Suleyman Serdar Kozat}, title = {Crime prediction with graph neural networks and multivariate normal distributions}, journal = {Signal Image Video Process.}, volume = {17}, number = {4}, pages = {1053--1059}, year = {2023}, url = {https://doi.org/10.1007/s11760-022-02311-2}, doi = {10.1007/S11760-022-02311-2}, timestamp = {Thu, 04 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sivp/TekinK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/spl/IlhanTK23, author = {Emirhan Ilhan and Mehmet Y. Turali and Suleyman S. Kozat}, title = {Gradient Boosting With Moving-Average Terms for Nonlinear Sequential Regression}, journal = {{IEEE} Signal Process. Lett.}, volume = {30}, pages = {1182--1186}, year = {2023}, url = {https://doi.org/10.1109/LSP.2023.3309577}, doi = {10.1109/LSP.2023.3309577}, timestamp = {Thu, 14 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/spl/IlhanTK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/YilmazKKDK23, author = {Selim Firat Yilmaz and E. Batuhan Kaynak and Aykut Ko{\c{c}} and Hamdi Dibeklioglu and Suleyman Serdar Kozat}, title = {Multi-Label Sentiment Analysis on 100 Languages With Dynamic Weighting for Label Imbalance}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {34}, number = {1}, pages = {331--343}, year = {2023}, url = {https://doi.org/10.1109/TNNLS.2021.3094304}, doi = {10.1109/TNNLS.2021.3094304}, timestamp = {Fri, 10 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/YilmazKKDK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/IlhanKBK23, author = {Fatih Ilhan and Oguzhan Karaahmetoglu and Ismail Balaban and Suleyman Serdar Kozat}, title = {Markovian {RNN:} An Adaptive Time Series Prediction Network With HMM-Based Switching for Nonstationary Environments}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {34}, number = {2}, pages = {715--728}, year = {2023}, url = {https://doi.org/10.1109/TNNLS.2021.3100528}, doi = {10.1109/TNNLS.2021.3100528}, timestamp = {Sat, 25 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/IlhanKBK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/KaraahmetogluK23, author = {Oguzhan Karaahmetoglu and Suleyman Serdar Kozat}, title = {Spatiotemporal Sequence Prediction With Point Processes and Self-Organizing Decision Trees}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {34}, number = {6}, pages = {3097--3110}, year = {2023}, url = {https://doi.org/10.1109/TNNLS.2021.3111817}, doi = {10.1109/TNNLS.2021.3111817}, timestamp = {Fri, 07 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/KaraahmetogluK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icc/SaglamGK23, author = {Baturay Saglam and Doga G{\"{u}}rg{\"{u}}noglu and Suleyman S. Kozat}, title = {Deep Reinforcement Learning Based Joint Downlink Beamforming and {RIS} Configuration in RIS-Aided {MU-MISO} Systems Under Hardware Impairments and Imperfect {CSI}}, booktitle = {{IEEE} International Conference on Communications, {ICC} 2023 - Workshops, Rome, Italy, May 28 - June 1, 2023}, pages = {66--72}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/ICCWorkshops57953.2023.10283517}, doi = {10.1109/ICCWORKSHOPS57953.2023.10283517}, timestamp = {Thu, 02 Nov 2023 17:09:45 +0100}, biburl = {https://dblp.org/rec/conf/icc/SaglamGK23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icmi/GoncSDCKD23, author = {Kaan G{\"{o}}n{\c{c}} and Baturay Saglam and Onat Dalmaz and Tolga {\c{C}}ukur and Suleyman Serdar Kozat and Hamdi Dibeklioglu}, editor = {Elisabeth Andr{\'{e}} and Mohamed Chetouani and Dominique Vaufreydaz and Gale M. Lucas and Tanja Schultz and Louis{-}Philippe Morency and Alessandro Vinciarelli}, title = {User Feedback-based Online Learning for Intent Classification}, booktitle = {Proceedings of the 25th International Conference on Multimodal Interaction, {ICMI} 2023, Paris, France, October 9-13, 2023}, pages = {613--621}, publisher = {{ACM}}, year = {2023}, url = {https://doi.org/10.1145/3577190.3614137}, doi = {10.1145/3577190.3614137}, timestamp = {Mon, 05 Feb 2024 20:29:19 +0100}, biburl = {https://dblp.org/rec/conf/icmi/GoncSDCKD23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2309-10553, author = {Mustafa E. Aydin and Arda Fazla and Suleyman S. Kozat}, title = {Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization}, journal = {CoRR}, volume = {abs/2309.10553}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2309.10553}, doi = {10.48550/ARXIV.2309.10553}, eprinttype = {arXiv}, eprint = {2309.10553}, timestamp = {Tue, 26 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2309-10553.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-17544, author = {Aysin Tumay and Mustafa E. Aydin and Suleyman S. Kozat}, title = {Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting}, journal = {CoRR}, volume = {abs/2310.17544}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.17544}, doi = {10.48550/ARXIV.2310.17544}, eprinttype = {arXiv}, eprint = {2310.17544}, timestamp = {Thu, 02 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-17544.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/AydinK22, author = {Mustafa E. Aydin and Suleyman Serdar Kozat}, title = {A hybrid framework for sequential data prediction with end-to-end optimization}, journal = {Digit. Signal Process.}, volume = {129}, pages = {103687}, year = {2022}, url = {https://doi.org/10.1016/j.dsp.2022.103687}, doi = {10.1016/J.DSP.2022.103687}, timestamp = {Fri, 02 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/AydinK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/FazlaAK22, author = {Arda Fazla and Mustafa E. Aydin and Suleyman Serdar Kozat}, title = {Joint optimization of linear and nonlinear models for sequential regression}, journal = {Digit. Signal Process.}, volume = {132}, pages = {103802}, year = {2022}, url = {https://doi.org/10.1016/j.dsp.2022.103802}, doi = {10.1016/J.DSP.2022.103802}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/dsp/FazlaAK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/VuralIYEK22, author = {Nuri Mert Vural and Fatih Ilhan and Selim Firat Yilmaz and Salih Erg{\"{u}}t and Suleyman Serdar Kozat}, title = {Achieving Online Regression Performance of LSTMs With Simple RNNs}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {33}, number = {12}, pages = {7632--7643}, year = {2022}, url = {https://doi.org/10.1109/TNNLS.2021.3086029}, doi = {10.1109/TNNLS.2021.3086029}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/VuralIYEK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/GoncSKD22, author = {Kaan Gonc and Baturay Saglam and Suleyman S. Kozat and Hamdi Dibeklioglu}, title = {Face Inpainting with Pre-trained Image Transformers}, booktitle = {30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022}, pages = {1--4}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/SIU55565.2022.9864676}, doi = {10.1109/SIU55565.2022.9864676}, timestamp = {Wed, 07 Sep 2022 15:02:59 +0200}, biburl = {https://dblp.org/rec/conf/siu/GoncSKD22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SaglamDGK22, author = {Baturay Saglam and Onat Dalmaz and Kaan Gonc and Suleyman S. Kozat}, title = {Improving the Performance of Batch-Constrained Reinforcement Learning in Continuous Action Domains via Generative Adversarial Networks}, booktitle = {30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022}, pages = {1--4}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/SIU55565.2022.9864786}, doi = {10.1109/SIU55565.2022.9864786}, timestamp = {Wed, 07 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/SaglamDGK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SaglamMDK22, author = {Baturay Saglam and Furkan B. Mutlu and Onat Dalmaz and Suleyman S. Kozat}, title = {Unified Intrinsically Motivated Exploration for Off-Policy Learning in Continuous Action Spaces}, booktitle = {30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022}, pages = {1--4}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/SIU55565.2022.9864795}, doi = {10.1109/SIU55565.2022.9864795}, timestamp = {Wed, 07 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/SaglamMDK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SaglamMGDK22, author = {Baturay Saglam and Furkan B. Mutlu and Kaan Gonc and Onat Dalmaz and Suleyman S. Kozat}, title = {An Intrinsic Motivation Based Artificial Goal Generation in On-Policy Continuous Control}, booktitle = {30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022}, pages = {1--4}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/SIU55565.2022.9864957}, doi = {10.1109/SIU55565.2022.9864957}, timestamp = {Wed, 07 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/SaglamMGDK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ssci/SaglamMK22, author = {Baturay Saglam and Furkan B. Mutlu and Suleyman S. Kozat}, editor = {Hisao Ishibuchi and Chee{-}Keong Kwoh and Ah{-}Hwee Tan and Dipti Srinivasan and Chunyan Miao and Anupam Trivedi and Keeley A. Crockett}, title = {An Optimistic Approach to the Temporal Difference Error in Off-Policy Actor-Critic Algorithms}, booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2022, Singapore, December 4-7, 2022}, pages = {875--883}, publisher = {{IEEE}}, year = {2022}, url = {https://doi.org/10.1109/SSCI51031.2022.10022298}, doi = {10.1109/SSCI51031.2022.10022298}, timestamp = {Wed, 08 Feb 2023 22:09:16 +0100}, biburl = {https://dblp.org/rec/conf/ssci/SaglamMK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2203-13787, author = {Mustafa E. Aydin and Suleyman Serdar Kozat}, title = {A Hybrid Framework for Sequential Data Prediction with End-to-End Optimization}, journal = {CoRR}, volume = {abs/2203.13787}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2203.13787}, doi = {10.48550/ARXIV.2203.13787}, eprinttype = {arXiv}, eprint = {2203.13787}, timestamp = {Fri, 02 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2203-13787.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2207-13453, author = {Baturay Saglam and Dogan C. Cicek and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Safe and Robust Experience Sharing for Deterministic Policy Gradient Algorithms}, journal = {CoRR}, volume = {abs/2207.13453}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2207.13453}, doi = {10.48550/ARXIV.2207.13453}, eprinttype = {arXiv}, eprint = {2207.13453}, timestamp = {Mon, 01 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2207-13453.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2208-00755, author = {Baturay Saglam and Dogan C. Cicek and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Off-Policy Correction for Actor-Critic Algorithms in Deep Reinforcement Learning}, journal = {CoRR}, volume = {abs/2208.00755}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2208.00755}, doi = {10.48550/ARXIV.2208.00755}, eprinttype = {arXiv}, eprint = {2208.00755}, timestamp = {Tue, 09 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2208-00755.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2208-03708, author = {Hakan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Optimal Tracking in Prediction with Expert Advice}, journal = {CoRR}, volume = {abs/2208.03708}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2208.03708}, doi = {10.48550/ARXIV.2208.03708}, eprinttype = {arXiv}, eprint = {2208.03708}, timestamp = {Wed, 10 Aug 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2208-03708.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2209-00532, author = {Baturay Saglam and Furkan B. Mutlu and Dogan C. Cicek and Suleyman S. Kozat}, title = {Actor Prioritized Experience Replay}, journal = {CoRR}, volume = {abs/2209.00532}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2209.00532}, doi = {10.48550/ARXIV.2209.00532}, eprinttype = {arXiv}, eprint = {2209.00532}, timestamp = {Wed, 21 Sep 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2209-00532.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2210-00293, author = {Baturay Saglam and Suleyman S. Kozat}, title = {Deep Intrinsically Motivated Exploration in Continuous Control}, journal = {CoRR}, volume = {abs/2210.00293}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2210.00293}, doi = {10.48550/ARXIV.2210.00293}, eprinttype = {arXiv}, eprint = {2210.00293}, timestamp = {Fri, 07 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2210-00293.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2211-09702, author = {Baturay Saglam and Doga G{\"{u}}rg{\"{u}}noglu and Suleyman S. Kozat}, title = {Deep Reinforcement Learning Based Joint Downlink Beamforming and {RIS} Configuration in RIS-aided {MU-MISO} Systems Under Hardware Impairments and Imperfect {CSI}}, journal = {CoRR}, volume = {abs/2211.09702}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2211.09702}, doi = {10.48550/ARXIV.2211.09702}, eprinttype = {arXiv}, eprint = {2211.09702}, timestamp = {Thu, 16 Feb 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2211-09702.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2211-16884, author = {Arda Fazla and Mustafa Enes Aydin and Orhun Tamyigit and Suleyman Serdar Kozat}, title = {Context-Aware Ensemble Learning for Time Series}, journal = {CoRR}, volume = {abs/2211.16884}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2211.16884}, doi = {10.48550/ARXIV.2211.16884}, eprinttype = {arXiv}, eprint = {2211.16884}, timestamp = {Fri, 02 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2211-16884.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/KerpicciOK21, author = {Mine Kerpicci and Huseyin Ozkan and Suleyman Serdar Kozat}, title = {Online Anomaly Detection With Bandwidth Optimized Hierarchical Kernel Density Estimators}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {32}, number = {9}, pages = {4253--4266}, year = {2021}, url = {https://doi.org/10.1109/TNNLS.2020.3017675}, doi = {10.1109/TNNLS.2020.3017675}, timestamp = {Wed, 16 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/KerpicciOK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/VuralEK21, author = {Nuri Mert Vural and Salih Erg{\"{u}}t and Suleyman Serdar Kozat}, title = {An Efficient and Effective Second-Order Training Algorithm for LSTM-Based Adaptive Learning}, journal = {{IEEE} Trans. Signal Process.}, volume = {69}, pages = {2541--2554}, year = {2021}, url = {https://doi.org/10.1109/TSP.2021.3071566}, doi = {10.1109/TSP.2021.3071566}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsp/VuralEK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ictai/SaglamDCMK21, author = {Baturay Saglam and Enes Duran and Dogan C. Cicek and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods}, booktitle = {33rd {IEEE} International Conference on Tools with Artificial Intelligence, {ICTAI} 2021, Washington, DC, USA, November 1-3, 2021}, pages = {137--144}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/ICTAI52525.2021.00027}, doi = {10.1109/ICTAI52525.2021.00027}, timestamp = {Tue, 28 Dec 2021 13:25:55 +0100}, biburl = {https://dblp.org/rec/conf/ictai/SaglamDCMK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ictai/CicekDSKMK21, author = {Dogan C. Cicek and Enes Duran and Baturay Saglam and Kagan Kaya and Furkan B. Mutlu and Suleyman S. Kozat}, title = {{AWD3:} Dynamic Reduction of the Estimation Bias}, booktitle = {33rd {IEEE} International Conference on Tools with Artificial Intelligence, {ICTAI} 2021, Washington, DC, USA, November 1-3, 2021}, pages = {775--779}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/ICTAI52525.2021.00123}, doi = {10.1109/ICTAI52525.2021.00123}, timestamp = {Tue, 28 Dec 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/ictai/CicekDSKMK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ictai/CicekDSMK21, author = {Dogan C. Cicek and Enes Duran and Baturay Saglam and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay}, booktitle = {33rd {IEEE} International Conference on Tools with Artificial Intelligence, {ICTAI} 2021, Washington, DC, USA, November 1-3, 2021}, pages = {1255--1262}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/ICTAI52525.2021.00199}, doi = {10.1109/ICTAI52525.2021.00199}, timestamp = {Tue, 28 Dec 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/ictai/CicekDSMK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2102-00696, author = {Selim Furkan Tekin and Oguzhan Karaahmetoglu and Fatih Ilhan and Ismail Balaban and Suleyman Serdar Kozat}, title = {Spatio-temporal Weather Forecasting and Attention Mechanism on Convolutional LSTMs}, journal = {CoRR}, volume = {abs/2102.00696}, year = {2021}, url = {https://arxiv.org/abs/2102.00696}, eprinttype = {arXiv}, eprint = {2102.00696}, timestamp = {Tue, 09 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2102-00696.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2109-10736, author = {Baturay Saglam and Enes Duran and Dogan C. Cicek and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods}, journal = {CoRR}, volume = {abs/2109.10736}, year = {2021}, url = {https://arxiv.org/abs/2109.10736}, eprinttype = {arXiv}, eprint = {2109.10736}, timestamp = {Mon, 27 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2109-10736.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2109-11788, author = {Baturay Saglam and Enes Duran and Dogan C. Cicek and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Parameter-Free Deterministic Reduction of the Estimation Bias in Continuous Control}, journal = {CoRR}, volume = {abs/2109.11788}, year = {2021}, url = {https://arxiv.org/abs/2109.11788}, eprinttype = {arXiv}, eprint = {2109.11788}, timestamp = {Mon, 27 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2109-11788.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2111-01865, author = {Dogan C. Cicek and Enes Duran and Baturay Saglam and Furkan B. Mutlu and Suleyman S. Kozat}, title = {Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay}, journal = {CoRR}, volume = {abs/2111.01865}, year = {2021}, url = {https://arxiv.org/abs/2111.01865}, eprinttype = {arXiv}, eprint = {2111.01865}, timestamp = {Fri, 05 Nov 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2111-01865.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2111-06780, author = {Dogan C. Cicek and Enes Duran and Baturay Saglam and Kagan Kaya and Furkan B. Mutlu and Suleyman S. Kozat}, title = {{AWD3:} Dynamic Reduction of the Estimation Bias}, journal = {CoRR}, volume = {abs/2111.06780}, year = {2021}, url = {https://arxiv.org/abs/2111.06780}, eprinttype = {arXiv}, eprint = {2111.06780}, timestamp = {Tue, 16 Nov 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2111-06780.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2111-14733, author = {Selim Furkan Tekin and Suleyman Serdar Kozat}, title = {Crime Prediction with Graph Neural Networks and Multivariate Normal Distributions}, journal = {CoRR}, volume = {abs/2111.14733}, year = {2021}, url = {https://arxiv.org/abs/2111.14733}, eprinttype = {arXiv}, eprint = {2111.14733}, timestamp = {Wed, 01 Dec 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2111-14733.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/ErgenK20, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {A novel distributed anomaly detection algorithm based on support vector machines}, journal = {Digit. Signal Process.}, volume = {99}, pages = {102657}, year = {2020}, url = {https://doi.org/10.1016/j.dsp.2020.102657}, doi = {10.1016/J.DSP.2020.102657}, timestamp = {Thu, 19 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/ErgenK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/MirzaKK20, author = {Ali H. Mirza and Mine Kerpicci and Suleyman Serdar Kozat}, title = {Efficient online learning with improved {LSTM} neural networks}, journal = {Digit. Signal Process.}, volume = {102}, pages = {102742}, year = {2020}, url = {https://doi.org/10.1016/j.dsp.2020.102742}, doi = {10.1016/J.DSP.2020.102742}, timestamp = {Thu, 16 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/dsp/MirzaKK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/ErgenMK20, author = {Tolga Ergen and Ali H. Mirza and Suleyman Serdar Kozat}, title = {Energy-Efficient {LSTM} Networks for Online Learning}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {31}, number = {8}, pages = {3114--3126}, year = {2020}, url = {https://doi.org/10.1109/TNNLS.2019.2935796}, doi = {10.1109/TNNLS.2019.2935796}, timestamp = {Sun, 11 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/ErgenMK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/ErgenK20, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {Unsupervised Anomaly Detection With {LSTM} Neural Networks}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {31}, number = {8}, pages = {3127--3141}, year = {2020}, url = {https://doi.org/10.1109/TNNLS.2019.2935975}, doi = {10.1109/TNNLS.2019.2935975}, timestamp = {Sun, 11 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/ErgenK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/IlhanK20, author = {Fatih Ilhan and Suleyman Serdar Kozat}, title = {Modeling of Spatio-Temporal Hawkes Processes With Randomized Kernels}, journal = {{IEEE} Trans. Signal Process.}, volume = {68}, pages = {4946--4958}, year = {2020}, url = {https://doi.org/10.1109/TSP.2020.3019329}, doi = {10.1109/TSP.2020.3019329}, timestamp = {Tue, 06 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsp/IlhanK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/IlhanVK20, author = {Fatih Ilhan and Nuri Mert Vural and Suleyman Serdar Kozat}, title = {LSTM-Based Online Learning with Extended Kalman Filter Based Training Algorithm}, booktitle = {28th Signal Processing and Communications Applications Conference, {SIU} 2020, Gaziantep, Turkey, October 5-7, 2020}, pages = {1--4}, publisher = {{IEEE}}, year = {2020}, url = {https://doi.org/10.1109/SIU49456.2020.9302071}, doi = {10.1109/SIU49456.2020.9302071}, timestamp = {Wed, 27 Jan 2021 11:59:37 +0100}, biburl = {https://dblp.org/rec/conf/siu/IlhanVK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/VuralAIK20, author = {Nuri Mert Vural and Burak Altas and Fatih Ilhan and Suleyman Serdar Kozat}, title = {Online Shortest Path Learning via Convex Optimization}, booktitle = {28th Signal Processing and Communications Applications Conference, {SIU} 2020, Gaziantep, Turkey, October 5-7, 2020}, pages = {1--5}, publisher = {{IEEE}}, year = {2020}, url = {https://doi.org/10.1109/SIU49456.2020.9302479}, doi = {10.1109/SIU49456.2020.9302479}, timestamp = {Wed, 27 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/VuralAIK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/VuralAIK20a, author = {Nuri Mert Vural and Burak Altas and Fatih Ilhan and Suleyman Serdar Kozat}, title = {Shortest Path Learning in Non-Stationary Enviroments via Online Convex Optimization}, booktitle = {28th Signal Processing and Communications Applications Conference, {SIU} 2020, Gaziantep, Turkey, October 5-7, 2020}, pages = {1--5}, publisher = {{IEEE}}, year = {2020}, url = {https://doi.org/10.1109/SIU49456.2020.9302496}, doi = {10.1109/SIU49456.2020.9302496}, timestamp = {Wed, 27 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/VuralAIK20a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/YilmazBK20, author = {Selim Firat Yilmaz and Ismail Balaban and Suleyman Serdar Kozat}, title = {Improved Named Entity Recognition in Turkish News via Word Lookup Methods}, booktitle = {28th Signal Processing and Communications Applications Conference, {SIU} 2020, Gaziantep, Turkey, October 5-7, 2020}, pages = {1--4}, publisher = {{IEEE}}, year = {2020}, url = {https://doi.org/10.1109/SIU49456.2020.9302462}, doi = {10.1109/SIU49456.2020.9302462}, timestamp = {Fri, 22 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/YilmazBK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2003-03671, author = {Fatih Ilhan and Suleyman Serdar Kozat}, title = {Modeling of Spatio-Temporal Hawkes Processes with Randomized Kernels}, journal = {CoRR}, volume = {abs/2003.03671}, year = {2020}, url = {https://arxiv.org/abs/2003.03671}, eprinttype = {arXiv}, eprint = {2003.03671}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2003-03671.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2005-05865, author = {Selim Firat Yilmaz and Suleyman Serdar Kozat}, title = {Unsupervised Anomaly Detection via Deep Metric Learning with End-to-End Optimization}, journal = {CoRR}, volume = {abs/2005.05865}, year = {2020}, url = {https://arxiv.org/abs/2005.05865}, eprinttype = {arXiv}, eprint = {2005.05865}, timestamp = {Fri, 22 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2005-05865.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2005-08948, author = {Nuri Mert Vural and Fatih Ilhan and Selim Firat Yilmaz and Suleyman Serdar Kozat}, title = {Achieving Online Regression Performance of LSTMs with Simple RNNs}, journal = {CoRR}, volume = {abs/2005.08948}, year = {2020}, url = {https://arxiv.org/abs/2005.08948}, eprinttype = {arXiv}, eprint = {2005.08948}, timestamp = {Fri, 22 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2005-08948.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2005-11353, author = {Safa Onur Sahin and Suleyman Serdar Kozat}, title = {A Tree Architecture of {LSTM} Networks for Sequential Regression with Missing Data}, journal = {CoRR}, volume = {abs/2005.11353}, year = {2020}, url = {https://arxiv.org/abs/2005.11353}, eprinttype = {arXiv}, eprint = {2005.11353}, timestamp = {Thu, 28 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2005-11353.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2005-12005, author = {Oguzhan Karaahmetoglu and Fatih Ilhan and Ismail Balaban and Suleyman Serdar Kozat}, title = {Unsupervised Online Anomaly Detection On Irregularly Sampled Or Missing Valued Time-Series Data Using {LSTM} Networks}, journal = {CoRR}, volume = {abs/2005.12005}, year = {2020}, url = {https://arxiv.org/abs/2005.12005}, eprinttype = {arXiv}, eprint = {2005.12005}, timestamp = {Fri, 29 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2005-12005.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-10119, author = {Fatih Ilhan and Oguzhan Karaahmetoglu and Ismail Balaban and Suleyman Serdar Kozat}, title = {Markovian {RNN:} An Adaptive Time Series Prediction Network with HMM-based Switching for Nonstationary Environments}, journal = {CoRR}, volume = {abs/2006.10119}, year = {2020}, url = {https://arxiv.org/abs/2006.10119}, eprinttype = {arXiv}, eprint = {2006.10119}, timestamp = {Tue, 23 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-10119.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-14426, author = {Oguzhan Karaahmetoglu and Suleyman Serdar Kozat}, title = {Spatio-temporal Sequence Prediction with Point Processes and Self-organizing Decision Trees}, journal = {CoRR}, volume = {abs/2006.14426}, year = {2020}, url = {https://arxiv.org/abs/2006.14426}, eprinttype = {arXiv}, eprint = {2006.14426}, timestamp = {Thu, 02 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-14426.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2008-11573, author = {Selim Firat Yilmaz and E. Batuhan Kaynak and Aykut Ko{\c{c}} and Hamdi Dibeklioglu and Suleyman Serdar Kozat}, title = {Multi-Label Sentiment Analysis on 100 Languages with Dynamic Weighting for Label Imbalance}, journal = {CoRR}, volume = {abs/2008.11573}, year = {2020}, url = {https://arxiv.org/abs/2008.11573}, eprinttype = {arXiv}, eprint = {2008.11573}, timestamp = {Wed, 07 Dec 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2008-11573.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2009-02572, author = {Selim Firat Yilmaz and Suleyman Serdar Kozat}, title = {PySAD: {A} Streaming Anomaly Detection Framework in Python}, journal = {CoRR}, volume = {abs/2009.02572}, year = {2020}, url = {https://arxiv.org/abs/2009.02572}, eprinttype = {arXiv}, eprint = {2009.02572}, timestamp = {Fri, 22 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2009-02572.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/pr/VanliSNOK19, author = {N. Denizcan Vanli and Muhammed O. Sayin and Mohammadreza Mohaghegh Neyshabouri and Huseyin Ozkan and Suleyman Serdar Kozat}, title = {Nonlinear regression via incremental decision trees}, journal = {Pattern Recognit.}, volume = {86}, pages = {1--13}, year = {2019}, url = {https://doi.org/10.1016/j.patcog.2018.08.014}, doi = {10.1016/J.PATCOG.2018.08.014}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/pr/VanliSNOK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigpro/KilicESK19, author = {Osman Fatih Kili{\c{c}} and Tolga Ergen and Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Team-optimal online estimation of dynamic parameters over distributed tree networks}, journal = {Signal Process.}, volume = {154}, pages = {148--158}, year = {2019}, url = {https://doi.org/10.1016/j.sigpro.2018.08.007}, doi = {10.1016/J.SIGPRO.2018.08.007}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sigpro/KilicESK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/NeyshabouriGGOK19, author = {Mohammadreza Mohaghegh Neyshabouri and Kaan G{\"{o}}kcesu and Hakan G{\"{o}}kcesu and Huseyin Ozkan and Suleyman Serdar Kozat}, title = {Asymptotically Optimal Contextual Bandit Algorithm Using Hierarchical Structures}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {30}, number = {3}, pages = {923--937}, year = {2019}, url = {https://doi.org/10.1109/TNNLS.2018.2854796}, doi = {10.1109/TNNLS.2018.2854796}, timestamp = {Thu, 16 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/NeyshabouriGGOK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/SahinK19, author = {Safa Onur Sahin and Suleyman Serdar Kozat}, title = {Nonuniformly Sampled Data Processing Using {LSTM} Networks}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {30}, number = {5}, pages = {1452--1461}, year = {2019}, url = {https://doi.org/10.1109/TNNLS.2018.2869822}, doi = {10.1109/TNNLS.2018.2869822}, timestamp = {Sat, 30 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/SahinK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/GokcesuNGK19, author = {Kaan G{\"{o}}kcesu and Mohammadreza Mohaghegh Neyshabouri and Hakan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Sequential Outlier Detection Based on Incremental Decision Trees}, journal = {{IEEE} Trans. Signal Process.}, volume = {67}, number = {4}, pages = {993--1005}, year = {2019}, url = {https://doi.org/10.1109/TSP.2018.2887406}, doi = {10.1109/TSP.2018.2887406}, timestamp = {Thu, 16 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsp/GokcesuNGK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/VuralGGK19, author = {Nuri Mert Vural and Hakan G{\"{o}}kcesu and Kaan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Minimax Optimal Algorithms for Adversarial Bandit Problem With Multiple Plays}, journal = {{IEEE} Trans. Signal Process.}, volume = {67}, number = {16}, pages = {4383--4398}, year = {2019}, url = {https://doi.org/10.1109/TSP.2019.2928952}, doi = {10.1109/TSP.2019.2928952}, timestamp = {Thu, 16 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsp/VuralGGK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/KerpicciKO19, author = {Mine Kerpicci and Suleyman Serdar Kozat and Huseyin Ozkan}, title = {Sequential Anomaly Detection Using Nonparametric Density Estimators}, booktitle = {27th Signal Processing and Communications Applications Conference, {SIU} 2019, Sivas, Turkey, April 24-26, 2019}, pages = {1--4}, publisher = {{IEEE}}, year = {2019}, url = {https://doi.org/10.1109/SIU.2019.8806293}, doi = {10.1109/SIU.2019.8806293}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/KerpicciKO19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1904-09369, author = {Hakan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Minimax Optimal Online Stochastic Learning for Sequences of Convex Functions under Sub-Gradient Observation Failures}, journal = {CoRR}, volume = {abs/1904.09369}, year = {2019}, url = {http://arxiv.org/abs/1904.09369}, eprinttype = {arXiv}, eprint = {1904.09369}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1904-09369.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1907-00497, author = {Hakan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Efficient Online Convex Optimization with Adaptively Minimax Optimal Dynamic Regret}, journal = {CoRR}, volume = {abs/1907.00497}, year = {2019}, url = {http://arxiv.org/abs/1907.00497}, eprinttype = {arXiv}, eprint = {1907.00497}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1907-00497.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1910-09857, author = {Nuri Mert Vural and Suleyman Serdar Kozat}, title = {An Efficient {EKF} Based Algorithm For LSTM-Based Online Learning}, journal = {CoRR}, volume = {abs/1910.09857}, year = {2019}, url = {http://arxiv.org/abs/1910.09857}, eprinttype = {arXiv}, eprint = {1910.09857}, timestamp = {Fri, 25 Oct 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1910-09857.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1911-11122, author = {Nuri Mert Vural and Hakan G{\"{o}}kcesu and Kaan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Minimax Optimal Algorithms for Adversarial Bandit Problem with Multiple Plays}, journal = {CoRR}, volume = {abs/1911.11122}, year = {2019}, url = {http://arxiv.org/abs/1911.11122}, eprinttype = {arXiv}, eprint = {1911.11122}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1911-11122.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/KariMKOK18, author = {Dariush Kari and Ali H. Mirza and Farhan Khan and Huseyin Ozkan and Suleyman Serdar Kozat}, title = {Boosted adaptive filters}, journal = {Digit. Signal Process.}, volume = {81}, pages = {61--78}, year = {2018}, url = {https://doi.org/10.1016/j.dsp.2018.07.012}, doi = {10.1016/J.DSP.2018.07.012}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/KariMKOK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/ErgenK18, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {Efficient Online Learning Algorithms Based on {LSTM} Neural Networks}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {29}, number = {8}, pages = {3772--3783}, year = {2018}, url = {https://doi.org/10.1109/TNNLS.2017.2741598}, doi = {10.1109/TNNLS.2017.2741598}, timestamp = {Mon, 09 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/ErgenK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/GokcesuK18, author = {Kaan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Online Density Estimation of Nonstationary Sources Using Exponential Family of Distributions}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {29}, number = {9}, pages = {4473--4478}, year = {2018}, url = {https://doi.org/10.1109/TNNLS.2017.2740003}, doi = {10.1109/TNNLS.2017.2740003}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/GokcesuK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/ErgenK18a, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {Online Training of {LSTM} Networks in Distributed Systems for Variable Length Data Sequences}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {29}, number = {10}, pages = {5159--5165}, year = {2018}, url = {https://doi.org/10.1109/TNNLS.2017.2770179}, doi = {10.1109/TNNLS.2017.2770179}, timestamp = {Sat, 30 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/ErgenK18a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/GokcesuK18a, author = {Kaan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {An Online Minimax Optimal Algorithm for Adversarial Multiarmed Bandit Problem}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {29}, number = {11}, pages = {5565--5580}, year = {2018}, url = {https://doi.org/10.1109/TNNLS.2018.2806006}, doi = {10.1109/TNNLS.2018.2806006}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/GokcesuK18a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/GokcesuK18, author = {Kaan G{\"{o}}kcesu and Suleyman Serdar Kozat}, title = {Online Anomaly Detection With Minimax Optimal Density Estimation in Nonstationary Environments}, journal = {{IEEE} Trans. Signal Process.}, volume = {66}, number = {5}, pages = {1213--1227}, year = {2018}, url = {https://doi.org/10.1109/TSP.2017.2784390}, doi = {10.1109/TSP.2017.2784390}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/GokcesuK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/vlsisp/OzkanODK18, author = {Huseyin Ozkan and Fatih Ozkan and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Efficient {NP} Tests for Anomaly Detection Over Birth-Death Type DTMCs}, journal = {J. Signal Process. Syst.}, volume = {90}, number = {2}, pages = {175--184}, year = {2018}, url = {https://doi.org/10.1007/s11265-016-1147-0}, doi = {10.1007/S11265-016-1147-0}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/vlsisp/OzkanODK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/ErgenSK18, author = {Tolga Ergen and Safa Onur Sahin and Suleyman Serdar Kozat}, title = {Recurrent neural networks based online learning algorithms for distributed systems}, booktitle = {26th Signal Processing and Communications Applications Conference, {SIU} 2018, Izmir, Turkey, May 2-5, 2018}, pages = {1--4}, publisher = {{IEEE}}, year = {2018}, url = {https://doi.org/10.1109/SIU.2018.8404806}, doi = {10.1109/SIU.2018.8404806}, timestamp = {Wed, 16 Oct 2019 14:14:55 +0200}, biburl = {https://dblp.org/rec/conf/siu/ErgenSK18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1803-03674, author = {Mohammadreza Mohaghegh Neyshabouri and Suleyman Serdar Kozat}, title = {Sequential Outlier Detection based on Incremental Decision Trees}, journal = {CoRR}, volume = {abs/1803.03674}, year = {2018}, url = {http://arxiv.org/abs/1803.03674}, eprinttype = {arXiv}, eprint = {1803.03674}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1803-03674.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/SayinKB17, author = {Muhammed O. Sayin and Suleyman Serdar Kozat and Tamer Basar}, title = {Team-optimal distributed {MMSE} estimation in general and tree networks}, journal = {Digit. Signal Process.}, volume = {64}, pages = {83--95}, year = {2017}, url = {https://doi.org/10.1016/j.dsp.2017.02.007}, doi = {10.1016/J.DSP.2017.02.007}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/SayinKB17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/KariMKSK17, author = {Dariush Kari and Iman Marivani and Farhan Khan and Muhammed Omer Sayin and Suleyman Serdar Kozat}, title = {Robust adaptive algorithms for underwater acoustic channel estimation and their performance analysis}, journal = {Digit. Signal Process.}, volume = {68}, pages = {57--68}, year = {2017}, url = {https://doi.org/10.1016/j.dsp.2017.05.006}, doi = {10.1016/J.DSP.2017.05.006}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/KariMKSK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/UtluKK17, author = {Ihsan Utlu and Osman Fatih Kili{\c{c}} and Suleyman Serdar Kozat}, title = {Resource-aware event triggered distributed estimation over adaptive networks}, journal = {Digit. Signal Process.}, volume = {68}, pages = {127--137}, year = {2017}, url = {https://doi.org/10.1016/j.dsp.2017.05.011}, doi = {10.1016/J.DSP.2017.05.011}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/UtluKK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jece/DelibaltaBK17, author = {Ibrahim Delibalta and Lemi Baruh and Suleyman Serdar Kozat}, title = {An Online Causal Inference Framework for Modeling and Designing Systems Involving User Preferences: {A} State-Space Approach}, journal = {J. Electr. Comput. Eng.}, volume = {2017}, pages = {1048385:1--1048385:11}, year = {2017}, url = {https://doi.org/10.1155/2017/1048385}, doi = {10.1155/2017/1048385}, timestamp = {Wed, 20 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jece/DelibaltaBK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/phycomm/KariVK17, author = {Dariush Kari and Nuri Denizcan Vanli and Suleyman Serdar Kozat}, title = {Adaptive and efficient nonlinear channel equalization for underwater acoustic communication}, journal = {Phys. Commun.}, volume = {24}, pages = {83--93}, year = {2017}, url = {https://doi.org/10.1016/j.phycom.2017.06.001}, doi = {10.1016/J.PHYCOM.2017.06.001}, timestamp = {Sat, 22 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/phycomm/KariVK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigpro/CivekDK17, author = {Burak C. Civek and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Highly efficient hierarchical online nonlinear regression using second order methods}, journal = {Signal Process.}, volume = {137}, pages = {22--32}, year = {2017}, url = {https://doi.org/10.1016/j.sigpro.2017.01.029}, doi = {10.1016/J.SIGPRO.2017.01.029}, timestamp = {Sat, 22 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sigpro/CivekDK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sivp/KilicSDK17, author = {Osman Fatih Kili{\c{c}} and Muhammed O. Sayin and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Computationally highly efficient mixture of adaptive filters}, journal = {Signal Image Video Process.}, volume = {11}, number = {2}, pages = {235--242}, year = {2017}, url = {https://doi.org/10.1007/s11760-016-0925-2}, doi = {10.1007/S11760-016-0925-2}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sivp/KilicSDK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sivp/NeyshabouriDDK17, author = {Mohammadreza Mohaghegh Neyshabouri and Oguzhan Demir and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Highly efficient nonlinear regression for big data with lexicographical splitting}, journal = {Signal Image Video Process.}, volume = {11}, number = {3}, pages = {391--398}, year = {2017}, url = {https://doi.org/10.1007/s11760-016-0972-8}, doi = {10.1007/S11760-016-0972-8}, timestamp = {Sun, 06 Sep 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sivp/NeyshabouriDDK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tkde/CivekK17, author = {Burak C. Civek and Suleyman Serdar Kozat}, title = {Efficient Implementation of Newton-Raphson Methods for Sequential Data Prediction}, journal = {{IEEE} Trans. Knowl. Data Eng.}, volume = {29}, number = {12}, pages = {2786--2791}, year = {2017}, url = {https://doi.org/10.1109/TKDE.2017.2754380}, doi = {10.1109/TKDE.2017.2754380}, timestamp = {Fri, 21 Jan 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tkde/CivekK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/VanliSDK17, author = {Nuri Denizcan Vanli and Muhammed O. Sayin and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Sequential Nonlinear Learning for Distributed Multiagent Systems via Extreme Learning Machines}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {28}, number = {3}, pages = {546--558}, year = {2017}, url = {https://doi.org/10.1109/TNNLS.2016.2536649}, doi = {10.1109/TNNLS.2016.2536649}, timestamp = {Mon, 09 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/VanliSDK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnse/SayinVKB17, author = {Muhammed O. Sayin and N. Denizcan Vanli and Suleyman Serdar Kozat and Tamer Basar}, title = {Stochastic Subgradient Algorithms for Strongly Convex Optimization Over Distributed Networks}, journal = {{IEEE} Trans. Netw. Sci. Eng.}, volume = {4}, number = {4}, pages = {248--260}, year = {2017}, url = {https://doi.org/10.1109/TNSE.2017.2713396}, doi = {10.1109/TNSE.2017.2713396}, timestamp = {Mon, 11 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnse/SayinVKB17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/ErgenGSK17, author = {Tolga Ergen and Kaan G{\"{o}}kcesu and Mustafa Simsek and Suleyman Serdar Kozat}, title = {Novelty detection using soft partitioning and hierarchical models}, booktitle = {25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017}, pages = {1--4}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/SIU.2017.7960213}, doi = {10.1109/SIU.2017.7960213}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/ErgenGSK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/ErgenK17, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {Neural networks based online learning}, booktitle = {25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017}, pages = {1--4}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/SIU.2017.7960218}, doi = {10.1109/SIU.2017.7960218}, timestamp = {Tue, 11 Jul 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/ErgenK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/ErgenK17a, author = {Tolga Ergen and Suleyman Serdar Kozat}, title = {Online distributed nonlinear regression via neural networks}, booktitle = {25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017}, pages = {1--4}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/SIU.2017.7960220}, doi = {10.1109/SIU.2017.7960220}, timestamp = {Tue, 11 Jul 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/ErgenK17a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/GokcesuECK17, author = {Kaan G{\"{o}}kcesu and Tolga Ergen and Selami {\c{C}}ift{\c{c}}i and Suleyman Serdar Kozat}, title = {An efficient bandit algorithm for general weight assignments}, booktitle = {25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017}, pages = {1--4}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/SIU.2017.7960214}, doi = {10.1109/SIU.2017.7960214}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/GokcesuECK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/KhanK17, author = {Farhan Khan and Suleyman Serdar Kozat}, title = {Sequential churn prediction and analysis of cellular network users - {A} multi-class, multi-label perspective}, booktitle = {25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017}, pages = {1--4}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/SIU.2017.7960659}, doi = {10.1109/SIU.2017.7960659}, timestamp = {Tue, 11 Jul 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/KhanK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/CivekDK17, author = {Burak C. Civek and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Highly Efficient Hierarchical Online Nonlinear Regression Using Second Order Methods}, journal = {CoRR}, volume = {abs/1701.05053}, year = {2017}, url = {http://arxiv.org/abs/1701.05053}, eprinttype = {arXiv}, eprint = {1701.05053}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/CivekDK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/CivekK17, author = {Burak C. Civek and Suleyman Serdar Kozat}, title = {Efficient Implementation Of Newton-Raphson Methods For Sequential Data Prediction}, journal = {CoRR}, volume = {abs/1701.05378}, year = {2017}, url = {http://arxiv.org/abs/1701.05378}, eprinttype = {arXiv}, eprint = {1701.05378}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/CivekK17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1710-09207, author = {Tolga Ergen and Ali Hassan Mirza and Suleyman Serdar Kozat}, title = {Unsupervised and Semi-supervised Anomaly Detection with {LSTM} Neural Networks}, journal = {CoRR}, volume = {abs/1710.09207}, year = {2017}, url = {http://arxiv.org/abs/1710.09207}, eprinttype = {arXiv}, eprint = {1710.09207}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1710-09207.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/VanliTDK16, author = {N. Denizcan Vanli and Sait Tun{\c{c}} and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Growth optimal investment in discrete-time markets with proportional transaction costs}, journal = {Digit. Signal Process.}, volume = {48}, pages = {226--238}, year = {2016}, url = {https://doi.org/10.1016/j.dsp.2015.08.009}, doi = {10.1016/J.DSP.2015.08.009}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/dsp/VanliTDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/spl/DelibaltaGSBK16, author = {Ibrahim Delibalta and Kaan G{\"{o}}kcesu and Mustafa Simsek and Lemi Baruh and Suleyman Serdar Kozat}, title = {Online Anomaly Detection With Nested Trees}, journal = {{IEEE} Signal Process. Lett.}, volume = {23}, number = {12}, pages = {1867--1871}, year = {2016}, url = {https://doi.org/10.1109/LSP.2016.2623773}, doi = {10.1109/LSP.2016.2623773}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/spl/DelibaltaGSBK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tbd/KhanKKK16, author = {Farhan Khan and Dariush Kari and Ilyas Alper Karatepe and Suleyman Serdar Kozat}, title = {Universal Nonlinear Regression on High Dimensional Data Using Adaptive Hierarchical Trees}, journal = {{IEEE} Trans. Big Data}, volume = {2}, number = {2}, pages = {175--188}, year = {2016}, url = {https://doi.org/10.1109/TBDATA.2016.2555323}, doi = {10.1109/TBDATA.2016.2555323}, timestamp = {Thu, 27 Jul 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tbd/KhanKKK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/OzkanOK16, author = {Huseyin Ozkan and Fatih Ozkan and Suleyman Serdar Kozat}, title = {Online Anomaly Detection Under Markov Statistics With Controllable Type-I Error}, journal = {{IEEE} Trans. Signal Process.}, volume = {64}, number = {6}, pages = {1435--1445}, year = {2016}, url = {https://doi.org/10.1109/TSP.2015.2504345}, doi = {10.1109/TSP.2015.2504345}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/OzkanOK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/OzkanVK16, author = {Huseyin Ozkan and N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {Online Classification via Self-Organizing Space Partitioning}, journal = {{IEEE} Trans. Signal Process.}, volume = {64}, number = {15}, pages = {3895--3908}, year = {2016}, url = {https://doi.org/10.1109/TSP.2016.2557307}, doi = {10.1109/TSP.2016.2557307}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/OzkanVK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/VanliGSYK16, author = {N. Denizcan Vanli and Kaan G{\"{o}}kcesu and Muhammed O. Sayin and Hikmet Yildiz and Suleyman Serdar Kozat}, title = {Sequential Prediction Over Hierarchical Structures}, journal = {{IEEE} Trans. Signal Process.}, volume = {64}, number = {23}, pages = {6284--6298}, year = {2016}, url = {https://doi.org/10.1109/TSP.2016.2607141}, doi = {10.1109/TSP.2016.2607141}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/VanliGSYK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/UtluK16, author = {Ihsan Utlu and Suleyman Serdar Kozat}, title = {Distributed adaptive filtering with reduced communication load}, booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest, Hungary, August 29 - September 2, 2016}, pages = {1488--1492}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/EUSIPCO.2016.7760496}, doi = {10.1109/EUSIPCO.2016.7760496}, timestamp = {Wed, 16 Oct 2019 14:14:50 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/UtluK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/KariMDK16, author = {Dariush Kari and Iman Marivani and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Boosted LMS-based piecewise linear adaptive filters}, booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest, Hungary, August 29 - September 2, 2016}, pages = {1593--1597}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/EUSIPCO.2016.7760517}, doi = {10.1109/EUSIPCO.2016.7760517}, timestamp = {Thu, 15 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/KariMDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/KhanDK16, author = {Farhan Khan and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Online churn detection on high dimensional cellular data using adaptive hierarchical trees}, booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest, Hungary, August 29 - September 2, 2016}, pages = {2275--2279}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/EUSIPCO.2016.7760654}, doi = {10.1109/EUSIPCO.2016.7760654}, timestamp = {Thu, 15 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/KhanDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/KilicVODK16, author = {Osman Fatih Kili{\c{c}} and N. Denizcan Vanli and Huseyin Ozkan and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Adaptive hierarchical space partitioning for online classification}, booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest, Hungary, August 29 - September 2, 2016}, pages = {2290--2294}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/EUSIPCO.2016.7760657}, doi = {10.1109/EUSIPCO.2016.7760657}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/eusipco/KilicVODK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/CivekDK16, author = {Burak C. Civek and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Piecewise linear regression based on adaptive tree structure using second order methods}, booktitle = {24th European Signal Processing Conference, {EUSIPCO} 2016, Budapest, Hungary, August 29 - September 2, 2016}, pages = {2445--2449}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/EUSIPCO.2016.7760688}, doi = {10.1109/EUSIPCO.2016.7760688}, timestamp = {Thu, 15 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/CivekDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/CivekDK16, author = {Burak C. Civek and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Nonlinear regression using second order methods}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1085--1088}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495932}, doi = {10.1109/SIU.2016.7495932}, timestamp = {Wed, 16 Oct 2019 14:14:55 +0200}, biburl = {https://dblp.org/rec/conf/siu/CivekDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/CivekKDK16, author = {Burak C. Civek and Dariush Kari and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Big data signal processing using boosted {RLS} algorithm}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1089--1092}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495933}, doi = {10.1109/SIU.2016.7495933}, timestamp = {Fri, 02 Nov 2018 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/CivekKDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SimsekDBK16, author = {Mustafa Simsek and Ibrahim Delibalta and Lemi Baruh and Suleyman Serdar Kozat}, title = {Mathematical model of causal inference in Social Networks}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1165--1168}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495952}, doi = {10.1109/SIU.2016.7495952}, timestamp = {Sat, 19 Oct 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/SimsekDBK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/KilicSDK16, author = {Osman Fatih Kili{\c{c}} and Muhammed Omer Sayin and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Mixture of set membership filters approach for big data signal processing}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1217--1220}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495965}, doi = {10.1109/SIU.2016.7495965}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/KilicSDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/DemirNDK16, author = {Oguzhan Demir and Mohammadreza Mohaghegh Neyshabouri and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {A tree-based solution to nonlinear regression problem}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1233--1236}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495969}, doi = {10.1109/SIU.2016.7495969}, timestamp = {Mon, 16 Sep 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/DemirNDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/KilicVODK16, author = {Osman Fatih Kili{\c{c}} and N. Denizcan Vanli and Huseyin Ozkan and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Online adaptive hierarchical space partitioning classifier}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1237--1240}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7495970}, doi = {10.1109/SIU.2016.7495970}, timestamp = {Mon, 23 Nov 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/KilicVODK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/YarDBK16, author = {Ersin Yar and Ibrahim Delibalta and Lemi Baruh and Suleyman Serdar Kozat}, title = {Online text classification for real life tweet analysis}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1609--1612}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7496063}, doi = {10.1109/SIU.2016.7496063}, timestamp = {Sat, 19 Oct 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/YarDBK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/UtluK16, author = {Ihsan Utlu and Suleyman Serdar Kozat}, title = {Communication efficient distributed estimation}, booktitle = {24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016}, pages = {1677--1680}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/SIU.2016.7496080}, doi = {10.1109/SIU.2016.7496080}, timestamp = {Wed, 08 Nov 2017 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/siu/UtluK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/KariDK16, author = {Dariush Kari and Ibrahim Delibalta and Suleyman Serdar Kozat}, title = {Boosted Adaptive Filters}, journal = {CoRR}, volume = {abs/1601.00549}, year = {2016}, url = {http://arxiv.org/abs/1601.00549}, eprinttype = {arXiv}, eprint = {1601.00549}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/KariDK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/KariVK16, author = {Dariush Kari and Nuri Denizcan Vanli and Suleyman Serdar Kozat}, title = {Adaptive and Efficient Nonlinear Channel Equalization for Underwater Acoustic Communication}, journal = {CoRR}, volume = {abs/1601.01218}, year = {2016}, url = {http://arxiv.org/abs/1601.01218}, eprinttype = {arXiv}, eprint = {1601.01218}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/KariVK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SayinK16, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Network structures and fast distributed {MMSE} estimation}, journal = {CoRR}, volume = {abs/1610.00681}, year = {2016}, url = {http://arxiv.org/abs/1610.00681}, eprinttype = {arXiv}, eprint = {1610.00681}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SayinK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/NeyshabouriGCK16, author = {Mohammadreza Mohaghegh Neyshabouri and Kaan G{\"{o}}kcesu and Selami Ciftci and Suleyman Serdar Kozat}, title = {A Nearly Optimal Contextual Bandit Algorithm}, journal = {CoRR}, volume = {abs/1612.01367}, year = {2016}, url = {http://arxiv.org/abs/1612.01367}, eprinttype = {arXiv}, eprint = {1612.01367}, timestamp = {Wed, 20 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/NeyshabouriGCK16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/VanliDK15, author = {N. Denizcan Vanli and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Robust least squares methods under bounded data uncertainties}, journal = {Digit. Signal Process.}, volume = {36}, pages = {82--92}, year = {2015}, url = {https://doi.org/10.1016/j.dsp.2014.10.004}, doi = {10.1016/J.DSP.2014.10.004}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/VanliDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigpro/SayinYDK15, author = {Muhammed O. Sayin and Yasin Yilmaz and Alper Demir and Suleyman Serdar Kozat}, title = {The Krylov-proportionate normalized least mean fourth approach: Formulation and performance analysis}, journal = {Signal Process.}, volume = {109}, pages = {1--13}, year = {2015}, url = {https://doi.org/10.1016/j.sigpro.2014.10.015}, doi = {10.1016/J.SIGPRO.2014.10.015}, timestamp = {Sat, 22 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sigpro/SayinYDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/VanliK15, author = {Nuri Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {26}, number = {3}, pages = {646--651}, year = {2015}, url = {https://doi.org/10.1109/TNNLS.2014.2317552}, doi = {10.1109/TNNLS.2014.2317552}, timestamp = {Mon, 09 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/VanliK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/OzkanDTK15, author = {Huseyin Ozkan and Mehmet A. Donmez and Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {A Deterministic Analysis of an Online Convex Mixture of Experts Algorithm}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {26}, number = {7}, pages = {1575--1580}, year = {2015}, url = {https://doi.org/10.1109/TNNLS.2014.2346832}, doi = {10.1109/TNNLS.2014.2346832}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tnn/OzkanDTK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tnn/OzkanPK15, author = {Huseyin Ozkan and Ozgun Soner Pelvan and Suleyman Serdar Kozat}, title = {Data Imputation Through the Identification of Local Anomalies}, journal = {{IEEE} Trans. Neural Networks Learn. Syst.}, volume = {26}, number = {10}, pages = {2381--2395}, year = {2015}, url = {https://doi.org/10.1109/TNNLS.2014.2382606}, doi = {10.1109/TNNLS.2014.2382606}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tnn/OzkanPK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/bigdata/VanliSDK15, author = {N. Denizcan Vanli and Muhammed O. Sayin and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Barbara Carminati and Latifur Khan}, title = {A Scalable Approach for Online Hierarchical Big Data Mining}, booktitle = {2015 {IEEE} International Congress on Big Data, New York City, NY, USA, June 27 - July 2, 2015}, pages = {1--8}, publisher = {{IEEE} Computer Society}, year = {2015}, url = {https://doi.org/10.1109/BigDataCongress.2015.11}, doi = {10.1109/BIGDATACONGRESS.2015.11}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/bigdata/VanliSDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/bigdata/SayinVDK15, author = {Muhammed O. Sayin and N. Denizcan Vanli and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Barbara Carminati and Latifur Khan}, title = {Optimal and Efficient Distributed Online Learning for Big Data}, booktitle = {2015 {IEEE} International Congress on Big Data, New York City, NY, USA, June 27 - July 2, 2015}, pages = {126--133}, publisher = {{IEEE} Computer Society}, year = {2015}, url = {https://doi.org/10.1109/BigDataCongress.2015.27}, doi = {10.1109/BIGDATACONGRESS.2015.27}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/bigdata/SayinVDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/bigdata/VanliODK15, author = {N. Denizcan Vanli and Huseyin Ozkan and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Barbara Carminati and Latifur Khan}, title = {Online Nonlinear Classification for High-Dimensional Data}, booktitle = {2015 {IEEE} International Congress on Big Data, New York City, NY, USA, June 27 - July 2, 2015}, pages = {685--688}, publisher = {{IEEE} Computer Society}, year = {2015}, url = {https://doi.org/10.1109/BigDataCongress.2015.109}, doi = {10.1109/BIGDATACONGRESS.2015.109}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/bigdata/VanliODK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/VanliSGK15, author = {N. Denizcan Vanli and Muhammed O. Sayin and Tolga Goze and Suleyman Serdar Kozat}, title = {Twice-universal piecewise linear regression via infinite depth context trees}, booktitle = {2015 {IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2015, South Brisbane, Queensland, Australia, April 19-24, 2015}, pages = {2051--2055}, publisher = {{IEEE}}, year = {2015}, url = {https://doi.org/10.1109/ICASSP.2015.7178331}, doi = {10.1109/ICASSP.2015.7178331}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icassp/VanliSGK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/KhanDK15, author = {Farhan Khan and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Deniz Erdogmus and Murat Ak{\c{c}}akaya and Suleyman Serdar Kozat and Jan Larsen}, title = {High dimensional sequential regression on manifolds using adaptive hierarchical trees}, booktitle = {25th {IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2015, Boston, MA, USA, September 17-20, 2015}, pages = {1--6}, publisher = {{IEEE}}, year = {2015}, url = {https://doi.org/10.1109/MLSP.2015.7324378}, doi = {10.1109/MLSP.2015.7324378}, timestamp = {Wed, 16 Oct 2019 14:14:49 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/KhanDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/OzkanODK15, author = {Huseyin Ozkan and Fatih Ozkan and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Deniz Erdogmus and Murat Ak{\c{c}}akaya and Suleyman Serdar Kozat and Jan Larsen}, title = {Online anomaly detection with constant false alarm rate}, booktitle = {25th {IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2015, Boston, MA, USA, September 17-20, 2015}, pages = {1--6}, publisher = {{IEEE}}, year = {2015}, url = {https://doi.org/10.1109/MLSP.2015.7324320}, doi = {10.1109/MLSP.2015.7324320}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/OzkanODK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/SayinVDK15, author = {Muhammed O. Sayin and N. Denizcan Vanli and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Deniz Erdogmus and Murat Ak{\c{c}}akaya and Suleyman Serdar Kozat and Jan Larsen}, title = {Efficient and distributed tracking of evolving state}, booktitle = {25th {IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2015, Boston, MA, USA, September 17-20, 2015}, pages = {1--6}, publisher = {{IEEE}}, year = {2015}, url = {https://doi.org/10.1109/MLSP.2015.7324383}, doi = {10.1109/MLSP.2015.7324383}, timestamp = {Thu, 15 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/SayinVDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/VanliSDK15, author = {N. Denizcan Vanli and Muhammed O. Sayin and Ibrahim Delibalta and Suleyman Serdar Kozat}, editor = {Deniz Erdogmus and Murat Ak{\c{c}}akaya and Suleyman Serdar Kozat and Jan Larsen}, title = {Universal online prediction via order preserving patterns}, booktitle = {25th {IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2015, Boston, MA, USA, September 17-20, 2015}, pages = {1--6}, publisher = {{IEEE}}, year = {2015}, url = {https://doi.org/10.1109/MLSP.2015.7324373}, doi = {10.1109/MLSP.2015.7324373}, timestamp = {Thu, 15 Jun 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/VanliSDK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/mlsp/2015, editor = {Deniz Erdogmus and Murat Ak{\c{c}}akaya and Suleyman Serdar Kozat and Jan Larsen}, title = {25th {IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2015, Boston, MA, USA, September 17-20, 2015}, publisher = {{IEEE}}, year = {2015}, url = {https://ieeexplore.ieee.org/xpl/conhome/7311793/proceeding}, isbn = {978-1-4673-7454-5}, timestamp = {Wed, 16 Oct 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/2015.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/KariSK15, author = {Dariush Kari and Muhammed Omer Sayin and Suleyman Serdar Kozat}, title = {A new robust adaptive algorithm for underwater acoustic channel equalization}, journal = {CoRR}, volume = {abs/1512.06222}, year = {2015}, url = {http://arxiv.org/abs/1512.06222}, eprinttype = {arXiv}, eprint = {1512.06222}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/KariSK15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/icl/KimCKS14, author = {Kyeongyeon Kim and Jun Won Choi and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Low Complexity Turbo-Equalization: {A} Clustering Approach}, journal = {{IEEE} Commun. Lett.}, volume = {18}, number = {6}, pages = {1063--1066}, year = {2014}, url = {https://doi.org/10.1109/LCOMM.2014.2316172}, doi = {10.1109/LCOMM.2014.2316172}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/icl/KimCKS14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigpro/OzkanAK14, author = {Huseyin Ozkan and Arda Akman and Suleyman Serdar Kozat}, title = {A novel and robust parameter training approach for HMMs under noisy and partial access to states}, journal = {Signal Process.}, volume = {94}, pages = {490--497}, year = {2014}, url = {https://doi.org/10.1016/j.sigpro.2013.07.015}, doi = {10.1016/J.SIGPRO.2013.07.015}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sigpro/OzkanAK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/SayinVK14, author = {Muhammed O. Sayin and N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Novel Family of Adaptive Filtering Algorithms Based on the Logarithmic Cost}, journal = {{IEEE} Trans. Signal Process.}, volume = {62}, number = {17}, pages = {4411--4424}, year = {2014}, url = {https://doi.org/10.1109/TSP.2014.2333559}, doi = {10.1109/TSP.2014.2333559}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/SayinVK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/SayinK14, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Compressive Diffusion Strategies Over Distributed Networks for Reduced Communication Load}, journal = {{IEEE} Trans. Signal Process.}, volume = {62}, number = {20}, pages = {5308--5323}, year = {2014}, url = {https://doi.org/10.1109/TSP.2014.2347917}, doi = {10.1109/TSP.2014.2347917}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/SayinK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/VanliK14, author = {N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Comprehensive Approach to Universal Piecewise Nonlinear Regression Based on Trees}, journal = {{IEEE} Trans. Signal Process.}, volume = {62}, number = {20}, pages = {5471--5486}, year = {2014}, url = {https://doi.org/10.1109/TSP.2014.2349882}, doi = {10.1109/TSP.2014.2349882}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/VanliK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/VanliSEK14, author = {N. Denizcan Vanli and Muhammed O. Sayin and Salih Erg{\"{u}}t and Suleyman Serdar Kozat}, title = {Piecewise nonlinear regression via decision adaptive trees}, booktitle = {22nd European Signal Processing Conference, {EUSIPCO} 2014, Lisbon, Portugal, September 1-5, 2014}, pages = {1188--1192}, publisher = {{IEEE}}, year = {2014}, url = {https://ieeexplore.ieee.org/document/6952417/}, timestamp = {Mon, 09 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/VanliSEK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/eusipco/VanliSEK14a, author = {N. Denizcan Vanli and Muhammed O. Sayin and Salih Erg{\"{u}}t and Suleyman Serdar Kozat}, title = {Comprehensive lower bounds on sequential prediction}, booktitle = {22nd European Signal Processing Conference, {EUSIPCO} 2014, Lisbon, Portugal, September 1-5, 2014}, pages = {1193--1196}, publisher = {{IEEE}}, year = {2014}, url = {https://ieeexplore.ieee.org/document/6952418/}, timestamp = {Mon, 09 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/eusipco/VanliSEK14a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/globalsip/SayinVGK14, author = {Muhammed O. Sayin and N. Denizcan Vanli and Tolga Goze and Suleyman Serdar Kozat}, title = {Communication efficient channel estimation over distributed networks}, booktitle = {2014 {IEEE} Global Conference on Signal and Information Processing, GlobalSIP 2014, Atlanta, GA, USA, December 3-5, 2014}, pages = {138--142}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/GlobalSIP.2014.7032094}, doi = {10.1109/GLOBALSIP.2014.7032094}, timestamp = {Wed, 16 Oct 2019 14:14:51 +0200}, biburl = {https://dblp.org/rec/conf/globalsip/SayinVGK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/globalsip/VanliSYGK14, author = {N. Denizcan Vanli and Muhammed O. Sayin and Hikmet Yildiz and Tolga Goze and Suleyman Serdar Kozat}, title = {Energy consumption forecasting via order preserving pattern matching}, booktitle = {2014 {IEEE} Global Conference on Signal and Information Processing, GlobalSIP 2014, Atlanta, GA, USA, December 3-5, 2014}, pages = {238--242}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/GlobalSIP.2014.7032114}, doi = {10.1109/GLOBALSIP.2014.7032114}, timestamp = {Tue, 23 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/globalsip/VanliSYGK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/SayinVK14, author = {Muhammed O. Sayin and Nuri Denizcan Vanli and Suleyman Serdar Kozat}, title = {Improved convergence performance of adaptive algorithms through logarithmic cost}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2014, Florence, Italy, May 4-9, 2014}, pages = {4513--4517}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/ICASSP.2014.6854456}, doi = {10.1109/ICASSP.2014.6854456}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icassp/SayinVK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/VanliKD14, author = {Nuri Denizcan Vanli and Suleyman Serdar Kozat and Mehmet A. Donmez}, title = {Robust regularized least squares estimation in the presence of bounded data uncertainties}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2014, Florence, Italy, May 4-9, 2014}, pages = {5637--5640}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/ICASSP.2014.6854682}, doi = {10.1109/ICASSP.2014.6854682}, timestamp = {Fri, 19 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/VanliKD14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/SayinVK14a, author = {Muhammed O. Sayin and N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {Logarithmic regret bound over diffusion based distributed estimation}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2014, Florence, Italy, May 4-9, 2014}, pages = {8287--8291}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/ICASSP.2014.6855217}, doi = {10.1109/ICASSP.2014.6855217}, timestamp = {Fri, 19 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/SayinVK14a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SayinVK14, author = {Muhammed O. Sayin and N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {Robust set-membership filtering algorithms against impulsive noise}, booktitle = {2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014}, pages = {1551--1554}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/SIU.2014.6830538}, doi = {10.1109/SIU.2014.6830538}, timestamp = {Wed, 16 Oct 2019 14:14:55 +0200}, biburl = {https://dblp.org/rec/conf/siu/SayinVK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/SayinK14, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Performance analysis of scalar diffusion strategy over distributed network}, booktitle = {2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014}, pages = {1567--1570}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/SIU.2014.6830542}, doi = {10.1109/SIU.2014.6830542}, timestamp = {Wed, 24 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/SayinK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/VanliSK14, author = {N. Denizcan Vanli and Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Competitive linear {MMSE} estimation under structured data uncertainties}, booktitle = {2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014}, pages = {1861--1864}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/SIU.2014.6830616}, doi = {10.1109/SIU.2014.6830616}, timestamp = {Wed, 24 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/VanliSK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/VanliK14, author = {N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {Sequential nonlinear regression via context trees}, booktitle = {2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014}, pages = {1865--1868}, publisher = {{IEEE}}, year = {2014}, url = {https://doi.org/10.1109/SIU.2014.6830617}, doi = {10.1109/SIU.2014.6830617}, timestamp = {Wed, 24 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/VanliK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/VanliSK14, author = {N. Denizcan Vanli and Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Online Piecewise Linear Regression via Infinite Depth Context Trees}, journal = {CoRR}, volume = {abs/1401.6413}, year = {2014}, url = {http://arxiv.org/abs/1401.6413}, eprinttype = {arXiv}, eprint = {1401.6413}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/VanliSK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SayinK14, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Compressive Diffusion Strategies Over Distributed Networks for Reduced Communication Load}, journal = {CoRR}, volume = {abs/1402.1072}, year = {2014}, url = {http://arxiv.org/abs/1402.1072}, eprinttype = {arXiv}, eprint = {1402.1072}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SayinK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/VanliSK14a, author = {N. Denizcan Vanli and Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Stochastic Subgradient Algorithms for Strongly Convex Optimization over Distributed Networks}, journal = {CoRR}, volume = {abs/1409.8277}, year = {2014}, url = {http://arxiv.org/abs/1409.8277}, eprinttype = {arXiv}, eprint = {1409.8277}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/VanliSK14a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/OzkanPK14, author = {Huseyin Ozkan and Ozgun S. Pelvan and Suleyman Serdar Kozat}, title = {Data Imputation through the Identification of Local Anomalies}, journal = {CoRR}, volume = {abs/1409.8576}, year = {2014}, url = {http://arxiv.org/abs/1409.8576}, eprinttype = {arXiv}, eprint = {1409.8576}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/OzkanPK14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/DonmezIK13, author = {Mehmet A. Donmez and Huseyin A. Inan and Suleyman Serdar Kozat}, title = {Adaptive mixture methods based on Bregman divergences}, journal = {Digit. Signal Process.}, volume = {23}, number = {1}, pages = {86--97}, year = {2013}, url = {https://doi.org/10.1016/j.dsp.2012.09.006}, doi = {10.1016/J.DSP.2012.09.006}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/DonmezIK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/KozatGS13, author = {Suleyman Serdar Kozat and Karen M. Guan and Andrew C. Singer}, title = {Tracking the best level set in a level-crossing analog-to-digital converter}, journal = {Digit. Signal Process.}, volume = {23}, number = {1}, pages = {478--487}, year = {2013}, url = {https://doi.org/10.1016/j.dsp.2012.07.018}, doi = {10.1016/J.DSP.2012.07.018}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/KozatGS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/dsp/DonmezIK13a, author = {Mehmet A. Donmez and Huseyin A. Inan and Suleyman Serdar Kozat}, title = {Robust estimation in flat fading channels under bounded channel uncertainties}, journal = {Digit. Signal Process.}, volume = {23}, number = {5}, pages = {1592--1601}, year = {2013}, url = {https://doi.org/10.1016/j.dsp.2013.05.012}, doi = {10.1016/J.DSP.2013.05.012}, timestamp = {Thu, 20 Feb 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/dsp/DonmezIK13a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/spl/SayinK13, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Single Bit and Reduced Dimension Diffusion Strategies Over Distributed Networks}, journal = {{IEEE} Signal Process. Lett.}, volume = {20}, number = {10}, pages = {976--979}, year = {2013}, url = {https://doi.org/10.1109/LSP.2013.2273304}, doi = {10.1109/LSP.2013.2273304}, timestamp = {Sun, 28 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/spl/SayinK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KimKKS13, author = {Kyeongyeon Kim and Nargiz Kalantarova and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Linear MMSE-Optimal Turbo Equalization Using Context Trees}, journal = {{IEEE} Trans. Signal Process.}, volume = {61}, number = {12}, pages = {3041--3055}, year = {2013}, url = {https://doi.org/10.1109/TSP.2013.2256899}, doi = {10.1109/TSP.2013.2256899}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KimKKS13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/TuncDK13, author = {Sait Tun{\c{c}} and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Optimal Investment Under Transaction Costs: {A} Threshold Rebalanced Portfolio Approach}, journal = {{IEEE} Trans. Signal Process.}, volume = {61}, number = {12}, pages = {3129--3142}, year = {2013}, url = {https://doi.org/10.1109/TSP.2013.2258339}, doi = {10.1109/TSP.2013.2258339}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tsp/TuncDK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/OzkanDPAK13, author = {Huseyin Ozkan and Mehmet A. Donmez and Ozgun S. Pelvan and Arda Akman and Suleyman Serdar Kozat}, title = {Competitive and online piecewise linear classification}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2013, Vancouver, BC, Canada, May 26-31, 2013}, pages = {3452--3456}, publisher = {{IEEE}}, year = {2013}, url = {https://doi.org/10.1109/ICASSP.2013.6638299}, doi = {10.1109/ICASSP.2013.6638299}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/OzkanDPAK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/TuncDK13, author = {Sait Tun{\c{c}} and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Growth optimal investment with threshold rebalancing portfolios under transaction costs}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2013, Vancouver, BC, Canada, May 26-31, 2013}, pages = {8717--8721}, publisher = {{IEEE}}, year = {2013}, url = {https://doi.org/10.1109/ICASSP.2013.6639368}, doi = {10.1109/ICASSP.2013.6639368}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/TuncDK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SayinK13, author = {Muhammed O. Sayin and Suleyman Serdar Kozat}, title = {Single Bit and Reduced Dimension Diffusion Strategies Over Distributed Networks}, journal = {CoRR}, volume = {abs/1306.1665}, year = {2013}, url = {http://arxiv.org/abs/1306.1665}, eprinttype = {arXiv}, eprint = {1306.1665}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SayinK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/VanliK13, author = {N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Comprehensive Approach to Universal Nonlinear Regression Based on Trees}, journal = {CoRR}, volume = {abs/1311.6392}, year = {2013}, url = {http://arxiv.org/abs/1311.6392}, eprinttype = {arXiv}, eprint = {1311.6392}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/VanliK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/VanliK13a, author = {N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds}, journal = {CoRR}, volume = {abs/1311.6396}, year = {2013}, url = {http://arxiv.org/abs/1311.6396}, eprinttype = {arXiv}, eprint = {1311.6396}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/VanliK13a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/VanliDK13, author = {N. Denizcan Vanli and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Robust {LS} Equalization Methods for {MIMO} Systems Under Bounded Model Uncertainties}, journal = {CoRR}, volume = {abs/1311.6402}, year = {2013}, url = {http://arxiv.org/abs/1311.6402}, eprinttype = {arXiv}, eprint = {1311.6402}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/VanliDK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/SayinVK13, author = {Muhammed O. Sayin and N. Denizcan Vanli and Suleyman Serdar Kozat}, title = {A Novel Family of Adaptive Filtering Algorithms Based on The Logarithmic Cost}, journal = {CoRR}, volume = {abs/1311.6809}, year = {2013}, url = {http://arxiv.org/abs/1311.6809}, eprinttype = {arXiv}, eprint = {1311.6809}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/SayinVK13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KalantarovaKE12, author = {Nargiz Kalantarova and Suleyman Serdar Kozat and Alper T. Erdogan}, title = {Robust Turbo Equalization Under Channel Uncertainties}, journal = {{IEEE} Trans. Signal Process.}, volume = {60}, number = {1}, pages = {261--273}, year = {2012}, url = {https://doi.org/10.1109/TSP.2011.2162505}, doi = {10.1109/TSP.2011.2162505}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KalantarovaKE12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/DonmezK12, author = {Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Steady State and Transient {MSE} Analysis of Convexly Constrained Mixture Methods}, journal = {{IEEE} Trans. Signal Process.}, volume = {60}, number = {6}, pages = {3314--3321}, year = {2012}, url = {https://doi.org/10.1109/TSP.2012.2189110}, doi = {10.1109/TSP.2012.2189110}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/DonmezK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cogip/DonmezK12, author = {Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Steady state {MSE} analysis of convexly constrained mixture methods}, booktitle = {3rd International Workshop on Cognitive Information Processing, {CIP} 2012, Baiona, Spain, May 28-30, 2012}, pages = {1--4}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/CIP.2012.6232896}, doi = {10.1109/CIP.2012.6232896}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/cogip/DonmezK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/cogip/OzkanAEK12, author = {Huseyin Ozkan and Arda Akman and Salih Erg{\"{u}}t and Suleyman Serdar Kozat}, title = {A novel training method for PHMMs}, booktitle = {3rd International Workshop on Cognitive Information Processing, {CIP} 2012, Baiona, Spain, May 28-30, 2012}, pages = {1--5}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/CIP.2012.6232925}, doi = {10.1109/CIP.2012.6232925}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/cogip/OzkanAEK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/InanDK12, author = {Huseyin A. Inan and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Adaptive mixture methods using Bregman divergences}, booktitle = {2012 {IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2012, Kyoto, Japan, March 25-30, 2012}, pages = {3781--3784}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/ICASSP.2012.6288740}, doi = {10.1109/ICASSP.2012.6288740}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icassp/InanDK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KalantarovaDK12, author = {Nargiz Kalantarova and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Competitive least squares problem with bounded data uncertainties}, booktitle = {2012 {IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2012, Kyoto, Japan, March 25-30, 2012}, pages = {3841--3844}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/ICASSP.2012.6288755}, doi = {10.1109/ICASSP.2012.6288755}, timestamp = {Fri, 19 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KalantarovaDK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/DonmezOK12, author = {Mehmet A. Donmez and Huseyin Ozkan and Suleyman Serdar Kozat}, title = {Transient analysis of convexly constrained mixture methods}, booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2012, Santander, Spain, September 23-26, 2012}, pages = {1--5}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/MLSP.2012.6349801}, doi = {10.1109/MLSP.2012.6349801}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/DonmezOK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsp/DonmezTK12, author = {Mehmet A. Donmez and Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {Optimal portfolios under transaction costs in discrete time markets}, booktitle = {{IEEE} International Workshop on Machine Learning for Signal Processing, {MLSP} 2012, Santander, Spain, September 23-26, 2012}, pages = {1--6}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/MLSP.2012.6349773}, doi = {10.1109/MLSP.2012.6349773}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsp/DonmezTK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sdm/FrerisVK12, author = {Nikolaos M. Freris and Michail Vlachos and Suleyman Serdar Kozat}, title = {Optimal Distance Estimation Between Compressed Data Series}, booktitle = {Proceedings of the Twelfth {SIAM} International Conference on Data Mining, Anaheim, California, USA, April 26-28, 2012}, pages = {343--354}, publisher = {{SIAM} / Omnipress}, year = {2012}, url = {https://doi.org/10.1137/1.9781611972825.30}, doi = {10.1137/1.9781611972825.30}, timestamp = {Wed, 17 May 2017 14:24:53 +0200}, biburl = {https://dblp.org/rec/conf/sdm/FrerisVK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/OzkanAK12, author = {Huseyin Ozkan and Arda Akman and Suleyman Serdar Kozat}, title = {Hidden Markov Model training with side information}, booktitle = {20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012}, pages = {1--4}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/SIU.2012.6204441}, doi = {10.1109/SIU.2012.6204441}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/OzkanAK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/siu/OzkanPAK12, author = {Huseyin Ozkan and Ozgun S. Pelvan and Arda Akman and Suleyman Serdar Kozat}, title = {A novel and incremental classification algorithm}, booktitle = {20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012}, pages = {1--4}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/SIU.2012.6204520}, doi = {10.1109/SIU.2012.6204520}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/siu/OzkanPAK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/spawc/DonmezTK12, author = {Mehmet A. Donmez and Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {Growth optimal portfolios in discrete-time markets under transaction costs}, booktitle = {13th {IEEE} International Workshop on Signal Processing Advances in Wireless Communications, {SPAWC} 2012, Cesme, Turkey, June 17-20, 2012}, pages = {500--504}, publisher = {{IEEE}}, year = {2012}, url = {https://doi.org/10.1109/SPAWC.2012.6292958}, doi = {10.1109/SPAWC.2012.6292958}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/spawc/DonmezTK12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4153, author = {Sait Tun{\c{c}} and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {Growth Optimal Portfolios in Discrete-time Markets Under Transaction Costs}, journal = {CoRR}, volume = {abs/1203.4153}, year = {2012}, url = {http://arxiv.org/abs/1203.4153}, eprinttype = {arXiv}, eprint = {1203.4153}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4153.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4156, author = {Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {Optimal Investment Under Transaction Costs: {A} Threshold Rebalanced Portfolio Approach}, journal = {CoRR}, volume = {abs/1203.4156}, year = {2012}, url = {http://arxiv.org/abs/1203.4156}, eprinttype = {arXiv}, eprint = {1203.4156}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4156.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4160, author = {Nargiz Kalantarova and Mehmet A. Donmez and Suleyman Serdar Kozat}, title = {A Novel Robust Approach to Least Squares Problems with Bounded Data Uncertainties}, journal = {CoRR}, volume = {abs/1203.4160}, year = {2012}, url = {http://arxiv.org/abs/1203.4160}, eprinttype = {arXiv}, eprint = {1203.4160}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4160.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4168, author = {Nargiz Kalantarova and Kyeongyeon Kim and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Linear MMSE-Optimal Turbo Equalization Using Context Trees}, journal = {CoRR}, volume = {abs/1203.4168}, year = {2012}, url = {http://arxiv.org/abs/1203.4168}, eprinttype = {arXiv}, eprint = {1203.4168}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4168.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4206, author = {Kyeongyeon Kim and Jun Won Choi and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Low Complexity Turbo-Equalization: {A} Clustering Approach}, journal = {CoRR}, volume = {abs/1203.4206}, year = {2012}, url = {http://arxiv.org/abs/1203.4206}, eprinttype = {arXiv}, eprint = {1203.4206}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4206.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4209, author = {Mehmet A. Donmez and Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {A New Analysis of an Adaptive Convex Mixture: {A} Deterministic Approach}, journal = {CoRR}, volume = {abs/1203.4209}, year = {2012}, url = {http://arxiv.org/abs/1203.4209}, eprinttype = {arXiv}, eprint = {1203.4209}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4209.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4597, author = {Huseyin Ozkan and Arda Akman and Suleyman Serdar Kozat}, title = {A Novel Training Algorithm for HMMs with Partial and Noisy Access to the States}, journal = {CoRR}, volume = {abs/1203.4597}, year = {2012}, url = {http://arxiv.org/abs/1203.4597}, eprinttype = {arXiv}, eprint = {1203.4597}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4597.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1203-4598, author = {Mehmet A. Donmez and Huseyin A. Inan and Suleyman Serdar Kozat}, title = {Adaptive Mixture Methods Based on Bregman Divergences}, journal = {CoRR}, volume = {abs/1203.4598}, year = {2012}, url = {http://arxiv.org/abs/1203.4598}, eprinttype = {arXiv}, eprint = {1203.4598}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1203-4598.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1209-6405, author = {Mehmet A. Donmez and Huseyin A. Inan and Suleyman Serdar Kozat}, title = {Robust Estimation in Rayleigh Fading Channels Under Bounded Channel Uncertainties}, journal = {CoRR}, volume = {abs/1209.6405}, year = {2012}, url = {http://arxiv.org/abs/1209.6405}, eprinttype = {arXiv}, eprint = {1209.6405}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1209-6405.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1209-6409, author = {Mehmet A. Donmez and Sait Tun{\c{c}} and Suleyman Serdar Kozat}, title = {A Deterministic Analysis of an Online Convex Mixture of Expert Algorithms}, journal = {CoRR}, volume = {abs/1209.6409}, year = {2012}, url = {http://arxiv.org/abs/1209.6409}, eprinttype = {arXiv}, eprint = {1209.6409}, timestamp = {Wed, 26 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1209-6409.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigpro/KozatSB11, author = {Suleyman Serdar Kozat and Andrew C. Singer and Andrew J. Bean}, title = {A tree-weighting approach to sequential decision problems with multiplicative loss}, journal = {Signal Process.}, volume = {91}, number = {4}, pages = {890--905}, year = {2011}, url = {https://doi.org/10.1016/j.sigpro.2010.09.007}, doi = {10.1016/J.SIGPRO.2010.09.007}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sigpro/KozatSB11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatESS11, author = {Suleyman Serdar Kozat and Alper T. Erdogan and Andrew C. Singer and Ali H. Sayed}, title = {Transient Analysis of Adaptive Affine Combinations}, journal = {{IEEE} Trans. Signal Process.}, volume = {59}, number = {12}, pages = {6227--6232}, year = {2011}, url = {https://doi.org/10.1109/TSP.2011.2162325}, doi = {10.1109/TSP.2011.2162325}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatESS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ita/KalantarovaKKS11, author = {Nargiz Kalantarova and Kyeongyeon Kim and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Nonlinear turbo equalization using context trees}, booktitle = {Information Theory and Applications Workshop, {ITA} 2011, San Diego, California, USA, February 6-11, 2011}, pages = {378--382}, publisher = {{IEEE}}, year = {2011}, url = {https://doi.org/10.1109/ITA.2011.5743608}, doi = {10.1109/ITA.2011.5743608}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/ita/KalantarovaKKS11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/spl/YilmazK10, author = {Yasin Yilmaz and Suleyman Serdar Kozat}, title = {Competitive Randomized Nonlinear Prediction Under Additive Noise}, journal = {{IEEE} Signal Process. Lett.}, volume = {17}, number = {4}, pages = {335--339}, year = {2010}, url = {https://doi.org/10.1109/LSP.2009.2039950}, doi = {10.1109/LSP.2009.2039950}, timestamp = {Sun, 28 May 2017 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/spl/YilmazK10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatS10, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Universal randomized switching}, journal = {{IEEE} Trans. Signal Process.}, volume = {58}, number = {3}, pages = {1922--1927}, year = {2010}, url = {https://doi.org/10.1109/TSP.2009.2037062}, doi = {10.1109/TSP.2009.2037062}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatS10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatE10, author = {Suleyman Serdar Kozat and Alper T. Erdogan}, title = {Competitive linear estimation under model uncertainties}, journal = {{IEEE} Trans. Signal Process.}, volume = {58}, number = {4}, pages = {2388--2393}, year = {2010}, url = {https://doi.org/10.1109/TSP.2009.2037066}, doi = {10.1109/TSP.2009.2037066}, timestamp = {Tue, 10 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatE10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatESS10, author = {Suleyman Serdar Kozat and Alper T. Erdogan and Andrew C. Singer and Ali H. Sayed}, title = {Steady-state {MSE} performance analysis of mixture approaches to adaptive filtering}, journal = {{IEEE} Trans. Signal Process.}, volume = {58}, number = {8}, pages = {4050--4063}, year = {2010}, url = {https://doi.org/10.1109/TSP.2010.2049650}, doi = {10.1109/TSP.2010.2049650}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatESS10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatSES10, author = {Suleyman Serdar Kozat and Andrew C. Singer and Alper T. Erdogan and Ali H. Sayed}, title = {Unbiased model combinations for adaptive filtering}, journal = {{IEEE} Trans. Signal Process.}, volume = {58}, number = {8}, pages = {4421--4427}, year = {2010}, url = {https://doi.org/10.1109/TSP.2010.2047639}, doi = {10.1109/TSP.2010.2047639}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatSES10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tweb/VlachosKY10, author = {Michail Vlachos and Suleyman Serdar Kozat and Philip S. Yu}, title = {Optimal distance bounds for fast search on compressed time-series query logs}, journal = {{ACM} Trans. Web}, volume = {4}, number = {2}, pages = {6:1--6:28}, year = {2010}, url = {https://doi.org/10.1145/1734200.1734203}, doi = {10.1145/1734200.1734203}, timestamp = {Mon, 11 May 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tweb/VlachosKY10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iswcs/SingerK10, author = {Andrew C. Singer and Suleyman Serdar Kozat}, editor = {Rodrigo C. de Lamare and Paul D. Mitchell and Martin Haardt and Yuriy V. Zakharov and Alister G. Burr}, title = {A competitive algorithm approach to adaptive filtering}, booktitle = {Proceedings of the 2010 7th International Symposium on Wireless Communication Systems, {ISWCS} 2010, 19-22 September 2010, University of York, York, {UK}}, pages = {350--354}, publisher = {{IEEE}}, year = {2010}, url = {https://doi.org/10.1109/ISWCS.2010.5624274}, doi = {10.1109/ISWCS.2010.5624274}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/iswcs/SingerK10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/wmt/BiciciK10, author = {Ergun Bi{\c{c}}ici and Suleyman Serdar Kozat}, editor = {Chris Callison{-}Burch and Philipp Koehn and Christof Monz and Kay Peterson and Omar Zaidan}, title = {Adaptive Model Weighting and Transductive Regression for Predicting Best System Combinations}, booktitle = {Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR, WMT@ACL 2010, Uppsala, Sweden, July 15-16, 2010}, pages = {276--281}, publisher = {Association for Computational Linguistics}, year = {2010}, url = {https://aclanthology.org/W10-1740/}, timestamp = {Fri, 06 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/wmt/BiciciK10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/cm/SingerNK09, author = {Andrew C. Singer and Jill K. Nelson and Suleyman Serdar Kozat}, title = {Signal processing for underwater acoustic communications}, journal = {{IEEE} Commun. Mag.}, volume = {47}, number = {1}, pages = {90--96}, year = {2009}, url = {https://doi.org/10.1109/MCOM.2009.4752683}, doi = {10.1109/MCOM.2009.4752683}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/cm/SingerNK09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jms/KozatVLHY09, author = {Suleyman Serdar Kozat and Michail Vlachos and Claudio Lucchese and Helga Van Herle and Philip S. Yu}, title = {Embedding and Retrieving Private Metadata in Electrocardiograms}, journal = {J. Medical Syst.}, volume = {33}, number = {4}, pages = {241--259}, year = {2009}, url = {https://doi.org/10.1007/s10916-008-9185-1}, doi = {10.1007/S10916-008-9185-1}, timestamp = {Mon, 08 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jms/KozatVLHY09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatS09, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Switching strategies for sequential decision problems with multiplicative loss with application to portfolios}, journal = {{IEEE} Trans. Signal Process.}, volume = {57}, number = {6}, pages = {2192--2208}, year = {2009}, url = {https://doi.org/10.1109/TSP.2009.2013906}, doi = {10.1109/TSP.2009.2013906}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatS09a, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Competitive prediction under additive noise}, journal = {{IEEE} Trans. Signal Process.}, volume = {57}, number = {9}, pages = {3698--3703}, year = {2009}, url = {https://doi.org/10.1109/TSP.2009.2022357}, doi = {10.1109/TSP.2009.2022357}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatS09a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/ErdoganKS09, author = {Alper T. Erdogan and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Comparison of convex combination and affine combination of adaptive filters}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2009, 19-24 April 2009, Taipei, Taiwan}, pages = {3089--3092}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ICASSP.2009.4960277}, doi = {10.1109/ICASSP.2009.4960277}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icassp/ErdoganKS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS09, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {A performance-weighted mixture of {LMS} filters}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2009, 19-24 April 2009, Taipei, Taiwan}, pages = {3101--3104}, publisher = {{IEEE}}, year = {2009}, url = {https://doi.org/10.1109/ICASSP.2009.4960280}, doi = {10.1109/ICASSP.2009.4960280}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icassp/KozatS09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icmla/YilmazK09, author = {Yasin Yilmaz and Suleyman Serdar Kozat}, editor = {M. Arif Wani and Mehmed M. Kantardzic and Vasile Palade and Lukasz A. Kurgan and Yuan (Alan) Qi}, title = {An Extended Version of the {NLMF} Algorithm Based on Proportionate Krylov Subspace Projections}, booktitle = {International Conference on Machine Learning and Applications, {ICMLA} 2009, Miami Beach, Florida, USA, December 13-15, 2009}, pages = {404--408}, publisher = {{IEEE} Computer Society}, year = {2009}, url = {https://doi.org/10.1109/ICMLA.2009.47}, doi = {10.1109/ICMLA.2009.47}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icmla/YilmazK09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sdm/VlachosKY09, author = {Michail Vlachos and Suleyman Serdar Kozat and Philip S. Yu}, title = {Optimal Distance Bounds on Time-Series Data}, booktitle = {Proceedings of the {SIAM} International Conference on Data Mining, {SDM} 2009, April 30 - May 2, 2009, Sparks, Nevada, {USA}}, pages = {109--120}, publisher = {{SIAM}}, year = {2009}, url = {https://doi.org/10.1137/1.9781611972795.10}, doi = {10.1137/1.9781611972795.10}, timestamp = {Wed, 17 May 2017 14:24:53 +0200}, biburl = {https://dblp.org/rec/conf/sdm/VlachosKY09.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-0901-0643, author = {Yucel Altug and Suleyman Serdar Kozat and Mehmet Kivan{\c{c}} Mih{\c{c}}ak}, title = {An Information Theoretic Analysis of Single Transceiver Passive {RFID} Networks}, journal = {CoRR}, volume = {abs/0901.0643}, year = {2009}, url = {http://arxiv.org/abs/0901.0643}, eprinttype = {arXiv}, eprint = {0901.0643}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-0901-0643.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ejasp/GuanKS08, author = {Karen M. Guan and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Adaptive Reference Levels in a Level-Crossing Analog-to-Digital Converter}, journal = {{EURASIP} J. Adv. Signal Process.}, volume = {2008}, year = {2008}, url = {https://doi.org/10.1155/2008/513706}, doi = {10.1155/2008/513706}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/ejasp/GuanKS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatS08, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Universal Switching Linear Least Squares Prediction}, journal = {{IEEE} Trans. Signal Process.}, volume = {56}, number = {1}, pages = {189--204}, year = {2008}, url = {https://doi.org/10.1109/TSP.2007.901161}, doi = {10.1109/TSP.2007.901161}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatSB08, author = {Suleyman Serdar Kozat and Andrew C. Singer and Andrew J. Bean}, title = {Universal portfolios via context trees}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2008, March 30 - April 4, 2008, Caesars Palace, Las Vegas, Nevada, {USA}}, pages = {2093--2096}, publisher = {{IEEE}}, year = {2008}, url = {https://doi.org/10.1109/ICASSP.2008.4518054}, doi = {10.1109/ICASSP.2008.4518054}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatSB08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/MohantyHOKG08, author = {Binit Mohanty and John R. Hershey and Peder A. Olsen and Suleyman Serdar Kozat and Vaibhava Goel}, title = {Optimizing speech recognition grammars using a measure of similarity between hidden Markov models}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2008, March 30 - April 4, 2008, Caesars Palace, Las Vegas, Nevada, {USA}}, pages = {4953--4956}, publisher = {{IEEE}}, year = {2008}, url = {https://doi.org/10.1109/ICASSP.2008.4518769}, doi = {10.1109/ICASSP.2008.4518769}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/MohantyHOKG08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS08, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Universal switching portfolios under transaction costs}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2008, March 30 - April 4, 2008, Caesars Palace, Las Vegas, Nevada, {USA}}, pages = {5404--5407}, publisher = {{IEEE}}, year = {2008}, url = {https://doi.org/10.1109/ICASSP.2008.4518882}, doi = {10.1109/ICASSP.2008.4518882}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tsp/KozatSZ07, author = {Suleyman Serdar Kozat and Andrew C. Singer and Georg Zeitler}, title = {Universal Piecewise Linear Prediction Via Context Trees}, journal = {{IEEE} Trans. Signal Process.}, volume = {55}, number = {7-2}, pages = {3730--3745}, year = {2007}, url = {https://doi.org/10.1109/TSP.2007.894235}, doi = {10.1109/TSP.2007.894235}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tsp/KozatSZ07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatVG07, author = {Suleyman Serdar Kozat and Karthik Visweswariah and Ramesh Gopinath}, title = {Efficient, Low Latency Adaptation for Speech Recognition}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2007, Honolulu, Hawaii, USA, April 15-20, 2007}, pages = {777--780}, publisher = {{IEEE}}, year = {2007}, url = {https://doi.org/10.1109/ICASSP.2007.367028}, doi = {10.1109/ICASSP.2007.367028}, timestamp = {Mon, 22 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatVG07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/ZeitlerSK07, author = {Georg Zeitler and Andrew C. Singer and Suleyman Serdar Kozat}, title = {Universal Piecewise Linear Regression of Individual Sequences: Lower Bound}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2007, Honolulu, Hawaii, USA, April 15-20, 2007}, pages = {841--844}, publisher = {{IEEE}}, year = {2007}, url = {https://doi.org/10.1109/ICASSP.2007.366811}, doi = {10.1109/ICASSP.2007.366811}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/ZeitlerSK07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS07, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Universal Constant Rebalanced Portfolios with Switching}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2007, Honolulu, Hawaii, USA, April 15-20, 2007}, pages = {1129--1132}, publisher = {{IEEE}}, year = {2007}, url = {https://doi.org/10.1109/ICASSP.2007.366883}, doi = {10.1109/ICASSP.2007.366883}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatS07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatVG06, author = {Suleyman Serdar Kozat and Karthik Visweswariah and Ramesh Gopinath}, title = {Feature Adaptation Based on Gaussian Posteriors}, booktitle = {2006 {IEEE} International Conference on Acoustics Speech and Signal Processing, {ICASSP} 2006, Toulouse, France, May 14-19, 2006}, pages = {221--224}, publisher = {{IEEE}}, year = {2006}, url = {https://doi.org/10.1109/ICASSP.2006.1659997}, doi = {10.1109/ICASSP.2006.1659997}, timestamp = {Mon, 22 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatVG06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isit/SingerK06, author = {Andrew C. Singer and Suleyman Serdar Kozat}, title = {Universal Context Tree Least Squares Prediction}, booktitle = {Proceedings 2006 {IEEE} International Symposium on Information Theory, {ISIT} 2006, The Westin Seattle, Seattle, Washington, USA, July 9-14, 2006}, pages = {426--430}, publisher = {{IEEE}}, year = {2006}, url = {https://doi.org/10.1109/ISIT.2006.261704}, doi = {10.1109/ISIT.2006.261704}, timestamp = {Sun, 25 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/isit/SingerK06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@phdthesis{DBLP:phd/us/Kozat04, author = {Suleyman Serdar Kozat}, title = {Competitive Signal Processing}, school = {University of Illinois Urbana-Champaign, {USA}}, year = {2004}, url = {https://hdl.handle.net/2142/80892}, timestamp = {Thu, 07 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/phd/us/Kozat04.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS04, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Min-max optimal universal prediction with side information}, booktitle = {2004 {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2004, Montreal, Quebec, Canada, May 17-21, 2004}, pages = {469--472}, publisher = {{IEEE}}, year = {2004}, url = {https://doi.org/10.1109/ICASSP.2004.1327149}, doi = {10.1109/ICASSP.2004.1327149}, timestamp = {Mon, 22 Jun 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatS04.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icip/KozatVM04, author = {Suleyman Serdar Kozat and Ramarathnam Venkatesan and Mehmet Kivan{\c{c}} Mih{\c{c}}ak}, title = {Robust perceptual image hashing via matrix invariants}, booktitle = {Proceedings of the 2004 International Conference on Image Processing, {ICIP} 2004, Singapore, October 24-27, 2004}, pages = {3443--3446}, publisher = {{IEEE}}, year = {2004}, url = {https://doi.org/10.1109/ICIP.2004.1421855}, doi = {10.1109/ICIP.2004.1421855}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icip/KozatVM04.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isit/LuengoKS04, author = {David Luengo and Suleyman Serdar Kozat and Andrew C. Singer}, title = {Universal piecewise linear least squares prediction}, booktitle = {Proceedings of the 2004 {IEEE} International Symposium on Information Theory, {ISIT} 2004, Chicago Downtown Marriott, Chicago, Illinois, USA, June 27 - July 2, 2004}, pages = {198}, publisher = {{IEEE}}, year = {2004}, url = {https://doi.org/10.1109/ISIT.2004.1365238}, doi = {10.1109/ISIT.2004.1365238}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/isit/LuengoKS04.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tit/SingerKF02, author = {Andrew C. Singer and Suleyman Serdar Kozat and Meir Feder}, title = {Universal linear least squares prediction: Upper and lower bounds}, journal = {{IEEE} Trans. Inf. Theory}, volume = {48}, number = {8}, pages = {2354--2362}, year = {2002}, url = {https://doi.org/10.1109/TIT.2002.800489}, doi = {10.1109/TIT.2002.800489}, timestamp = {Mon, 26 Oct 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tit/SingerKF02.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS02, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {Further results in multistage adaptive filtering}, booktitle = {Proceedings of the {IEEE} International Conference on Acoustics, Speech, and Signal Processing, {ICASSP} 2002, May 13-17 2002, Orlando, Florida, {USA}}, pages = {1329--1332}, publisher = {{IEEE}}, year = {2002}, url = {https://doi.org/10.1109/ICASSP.2002.5744048}, doi = {10.1109/ICASSP.2002.5744048}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icassp/KozatS02.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KozatS00, author = {Suleyman Serdar Kozat and Andrew C. Singer}, title = {On universal linear prediction of Gaussian data}, booktitle = {{IEEE} International Conference on Acoustics, Speech, and Signal Processing. {ICASSP} 2000, 5-9 June, 2000, Hilton Hotel and Convention Center, Istanbul, Turkey}, pages = {13--16}, publisher = {{IEEE}}, year = {2000}, url = {https://doi.org/10.1109/ICASSP.2000.861846}, doi = {10.1109/ICASSP.2000.861846}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icassp/KozatS00.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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