Suleyman Serdar Kozat
Orcid: 0000-0002-6488-3848Affiliations:
- Bilkent University, Bilkent Üniversitesi, Department of Electrical and Electronics Engineering, Ankara, Turkey
- Koç University, Istanbul, Turkey
According to our database1,
Suleyman Serdar Kozat
authored at least 216 papers
between 2000 and 2024.
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Bibliography
2024
AFS-BM: enhancing model performance through adaptive feature selection with binary masking.
Signal Image Video Process., November, 2024
IEEE Trans. Artif. Intell., October, 2024
Mach. Learn., September, 2024
Universal Online Convex Optimization With Minimax Optimal Second-Order Dynamic Regret.
IEEE Trans. Autom. Control., June, 2024
IEEE Trans. Artif. Intell., May, 2024
Signal Image Video Process., April, 2024
Parameter-Free Reduction of the Estimation Bias in Deep Reinforcement Learning for Deterministic Policy Gradients.
Neural Process. Lett., April, 2024
Mitigating Off-Policy Bias in Actor-Critic Methods with One-Step Q-learning: A Novel Correction Approach.
Trans. Mach. Learn. Res., 2024
Numerical Weather Forecasting Using Convolutional-LSTM With Attention and Context Matcher Mechanisms.
IEEE Trans. Geosci. Remote. Sens., 2024
Digit. Signal Process., 2024
CUER: Corrected Uniform Experience Replay for Off-Policy Continuous Deep Reinforcement Learning Algorithms.
CoRR, 2024
AFS-BM: Enhancing Model Performance through Adaptive Feature Selection with Binary Masking.
CoRR, 2024
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
Mach. Learn., December, 2023
Spatiotemporal Sequence Prediction With Point Processes and Self-Organizing Decision Trees.
IEEE Trans. Neural Networks Learn. Syst., June, 2023
Signal Image Video Process., June, 2023
Signal Image Video Process., April, 2023
Markovian RNN: An Adaptive Time Series Prediction Network With HMM-Based Switching for Nonstationary Environments.
IEEE Trans. Neural Networks Learn. Syst., February, 2023
Multi-Label Sentiment Analysis on 100 Languages With Dynamic Weighting for Label Imbalance.
IEEE Trans. Neural Networks Learn. Syst., 2023
IEEE Signal Process. Lett., 2023
CoRR, 2023
Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization.
CoRR, 2023
Proceedings of the 25th International Conference on Multimodal Interaction, 2023
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-Aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI.
Proceedings of the IEEE International Conference on Communications, 2023
2022
IEEE Trans. Neural Networks Learn. Syst., 2022
Digit. Signal Process., 2022
Digit. Signal Process., 2022
CoRR, 2022
CoRR, 2022
An Optimistic Approach to the Temporal Difference Error in Off-Policy Actor-Critic Algorithms.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2022
An Intrinsic Motivation Based Artificial Goal Generation in On-Policy Continuous Control.
Proceedings of the 30th Signal Processing and Communications Applications Conference, 2022
Unified Intrinsically Motivated Exploration for Off-Policy Learning in Continuous Action Spaces.
Proceedings of the 30th Signal Processing and Communications Applications Conference, 2022
Improving the Performance of Batch-Constrained Reinforcement Learning in Continuous Action Domains via Generative Adversarial Networks.
Proceedings of the 30th Signal Processing and Communications Applications Conference, 2022
Proceedings of the 30th Signal Processing and Communications Applications Conference, 2022
2021
An Efficient and Effective Second-Order Training Algorithm for LSTM-Based Adaptive Learning.
IEEE Trans. Signal Process., 2021
Online Anomaly Detection With Bandwidth Optimized Hierarchical Kernel Density Estimators.
IEEE Trans. Neural Networks Learn. Syst., 2021
CoRR, 2021
CoRR, 2021
Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021
Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay.
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021
Proceedings of the 33rd IEEE International Conference on Tools with Artificial Intelligence, 2021
2020
IEEE Trans. Signal Process., 2020
IEEE Trans. Neural Networks Learn. Syst., 2020
IEEE Trans. Neural Networks Learn. Syst., 2020
Digit. Signal Process., 2020
Digit. Signal Process., 2020
Spatio-temporal Sequence Prediction with Point Processes and Self-organizing Decision Trees.
CoRR, 2020
Unsupervised Online Anomaly Detection On Irregularly Sampled Or Missing Valued Time-Series Data Using LSTM Networks.
CoRR, 2020
CoRR, 2020
Unsupervised Anomaly Detection via Deep Metric Learning with End-to-End Optimization.
CoRR, 2020
Proceedings of the 28th Signal Processing and Communications Applications Conference, 2020
Proceedings of the 28th Signal Processing and Communications Applications Conference, 2020
Proceedings of the 28th Signal Processing and Communications Applications Conference, 2020
Proceedings of the 28th Signal Processing and Communications Applications Conference, 2020
2019
IEEE Trans. Signal Process., 2019
IEEE Trans. Signal Process., 2019
IEEE Trans. Neural Networks Learn. Syst., 2019
IEEE Trans. Neural Networks Learn. Syst., 2019
Signal Process., 2019
CoRR, 2019
Minimax Optimal Online Stochastic Learning for Sequences of Convex Functions under Sub-Gradient Observation Failures.
CoRR, 2019
Proceedings of the 27th Signal Processing and Communications Applications Conference, 2019
2018
J. Signal Process. Syst., 2018
Online Anomaly Detection With Minimax Optimal Density Estimation in Nonstationary Environments.
IEEE Trans. Signal Process., 2018
IEEE Trans. Neural Networks Learn. Syst., 2018
Online Density Estimation of Nonstationary Sources Using Exponential Family of Distributions.
IEEE Trans. Neural Networks Learn. Syst., 2018
Online Training of LSTM Networks in Distributed Systems for Variable Length Data Sequences.
IEEE Trans. Neural Networks Learn. Syst., 2018
IEEE Trans. Neural Networks Learn. Syst., 2018
Proceedings of the 26th Signal Processing and Communications Applications Conference, 2018
2017
Stochastic Subgradient Algorithms for Strongly Convex Optimization Over Distributed Networks.
IEEE Trans. Netw. Sci. Eng., 2017
Sequential Nonlinear Learning for Distributed Multiagent Systems via Extreme Learning Machines.
IEEE Trans. Neural Networks Learn. Syst., 2017
IEEE Trans. Knowl. Data Eng., 2017
Signal Image Video Process., 2017
Signal Image Video Process., 2017
Highly efficient hierarchical online nonlinear regression using second order methods.
Signal Process., 2017
Adaptive and efficient nonlinear channel equalization for underwater acoustic communication.
Phys. Commun., 2017
An Online Causal Inference Framework for Modeling and Designing Systems Involving User Preferences: A State-Space Approach.
J. Electr. Comput. Eng., 2017
Digit. Signal Process., 2017
Digit. Signal Process., 2017
Robust adaptive algorithms for underwater acoustic channel estimation and their performance analysis.
Digit. Signal Process., 2017
CoRR, 2017
Sequential churn prediction and analysis of cellular network users - A multi-class, multi-label perspective.
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
Proceedings of the 25th Signal Processing and Communications Applications Conference, 2017
2016
IEEE Trans. Signal Process., 2016
IEEE Trans. Signal Process., 2016
IEEE Trans. Signal Process., 2016
Universal Nonlinear Regression on High Dimensional Data Using Adaptive Hierarchical Trees.
IEEE Trans. Big Data, 2016
Growth optimal investment in discrete-time markets with proportional transaction costs.
Digit. Signal Process., 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th Signal Processing and Communication Application Conference, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
Online churn detection on high dimensional cellular data using adaptive hierarchical trees.
Proceedings of the 24th European Signal Processing Conference, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
Piecewise linear regression based on adaptive tree structure using second order methods.
Proceedings of the 24th European Signal Processing Conference, 2016
2015
IEEE Trans. Neural Networks Learn. Syst., 2015
IEEE Trans. Neural Networks Learn. Syst., 2015
IEEE Trans. Neural Networks Learn. Syst., 2015
The Krylov-proportionate normalized least mean fourth approach: Formulation and performance analysis.
Signal Process., 2015
Digit. Signal Process., 2015
CoRR, 2015
Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015
Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015
Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015
High dimensional sequential regression on manifolds using adaptive hierarchical trees.
Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015
Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015
Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015
2014
IEEE Trans. Signal Process., 2014
IEEE Trans. Signal Process., 2014
Compressive Diffusion Strategies Over Distributed Networks for Reduced Communication Load.
IEEE Trans. Signal Process., 2014
A novel and robust parameter training approach for HMMs under noisy and partial access to states.
Signal Process., 2014
Stochastic Subgradient Algorithms for Strongly Convex Optimization over Distributed Networks.
CoRR, 2014
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014
Robust regularized least squares estimation in the presence of bounded data uncertainties.
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014
Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
2013
Optimal Investment Under Transaction Costs: A Threshold Rebalanced Portfolio Approach.
IEEE Trans. Signal Process., 2013
IEEE Trans. Signal Process., 2013
IEEE Signal Process. Lett., 2013
Digit. Signal Process., 2013
Digit. Signal Process., 2013
CoRR, 2013
CoRR, 2013
Growth optimal investment with threshold rebalancing portfolios under transaction costs.
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
2012
IEEE Trans. Signal Process., 2012
IEEE Trans. Signal Process., 2012
CoRR, 2012
CoRR, 2012
CoRR, 2012
Optimal Investment Under Transaction Costs: A Threshold Rebalanced Portfolio Approach
CoRR, 2012
Proceedings of the 13th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2012
Proceedings of the 20th Signal Processing and Communications Applications Conference, 2012
Proceedings of the 20th Signal Processing and Communications Applications Conference, 2012
Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 3rd International Workshop on Cognitive Information Processing, 2012
Proceedings of the 3rd International Workshop on Cognitive Information Processing, 2012
2011
IEEE Trans. Signal Process., 2011
Signal Process., 2011
Proceedings of the Information Theory and Applications Workshop, 2011
2010
ACM Trans. Web, 2010
IEEE Trans. Signal Process., 2010
IEEE Trans. Signal Process., 2010
IEEE Trans. Signal Process., 2010
IEEE Signal Process. Lett., 2010
Adaptive Model Weighting and Transductive Regression for Predicting Best System Combinations.
Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR, 2010
Proceedings of the 2010 7th International Symposium on Wireless Communication Systems, 2010
2009
Switching strategies for sequential decision problems with multiplicative loss with application to portfolios.
IEEE Trans. Signal Process., 2009
J. Medical Syst., 2009
CoRR, 2009
Proceedings of the SIAM International Conference on Data Mining, 2009
An Extended Version of the NLMF Algorithm Based on Proportionate Krylov Subspace Projections.
Proceedings of the International Conference on Machine Learning and Applications, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
2008
IEEE Trans. Signal Process., 2008
EURASIP J. Adv. Signal Process., 2008
Optimizing speech recognition grammars using a measure of similarity between hidden Markov models.
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
2007
IEEE Trans. Signal Process., 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
2006
Proceedings of the Proceedings 2006 IEEE International Symposium on Information Theory, 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
2004
Proceedings of the 2004 IEEE International Symposium on Information Theory, 2004
Proceedings of the 2004 International Conference on Image Processing, 2004
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004
2002
IEEE Trans. Inf. Theory, 2002
Proceedings of the IEEE International Conference on Acoustics, 2002
2000
Proceedings of the IEEE International Conference on Acoustics, 2000