BibTeX records: Suleyman Serdar Kozat

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@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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