Suleyman Serdar Kozat

ORCID

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 113

Top Venues

CoRR

SIU

IEEE Trans. Neural Networks Learn. Syst.

IEEE Trans. Signal Process.

Publications

Baturay Saglam, Furkan B. Mutlu, Dogan C. Cicek, Suleyman Serdar Kozat
Parameter-Free Reduction of the Estimation Bias in Deep Reinforcement Learning for Deterministic Policy Gradients. Neural Process. Lett. 56 (2) (2024)
Selim Furkan Tekin, Arda Fazla, Suleyman Serdar Kozat
Numerical Weather Forecasting Using Convolutional-LSTM With Attention and Context Matcher Mechanisms. IEEE Trans. Geosci. Remote. Sens. 62 (2024)
Hakan Gökcesu, Suleyman Serdar Kozat
Universal Online Convex Optimization With Minimax Optimal Second-Order Dynamic Regret. IEEE Trans. Autom. Control. 69 (6) (2024)
Kaan Gönç, Baturay Saglam, Onat Dalmaz, Tolga Çukur, Suleyman Serdar Kozat, Hamdi Dibeklioglu
User Feedback-based Online Learning for Intent Classification. ICMI (2023)
Fatih Ilhan, Oguzhan Karaahmetoglu, Ismail Balaban, Suleyman Serdar Kozat
Markovian RNN: An Adaptive Time Series Prediction Network With HMM-Based Switching for Nonstationary Environments. IEEE Trans. Neural Networks Learn. Syst. 34 (2) (2023)
Selim Firat Yilmaz, E. Batuhan Kaynak, Aykut Koç, Hamdi Dibeklioglu, Suleyman Serdar Kozat
Multi-Label Sentiment Analysis on 100 Languages With Dynamic Weighting for Label Imbalance. IEEE Trans. Neural Networks Learn. Syst. 34 (1) (2023)
Fatih Aslan, Suleyman Serdar Kozat
Handling irregularly sampled signals with gated temporal convolutional networks. Signal Image Video Process. 17 (3) (2023)
Selim Furkan Tekin, Suleyman Serdar Kozat
Crime prediction with graph neural networks and multivariate normal distributions. Signal Image Video Process. 17 (4) (2023)
Oguzhan Karaahmetoglu, Suleyman Serdar Kozat
Spatiotemporal Sequence Prediction With Point Processes and Self-Organizing Decision Trees. IEEE Trans. Neural Networks Learn. Syst. 34 (6) (2023)
Hakan Gökcesu, Suleyman Serdar Kozat
Optimal Tracking in Prediction with Expert Advice. CoRR (2022)
Arda Fazla, Mustafa E. Aydin, Suleyman Serdar Kozat
Joint optimization of linear and nonlinear models for sequential regression. Digit. Signal Process. 132 (2022)
Arda Fazla, Mustafa Enes Aydin, Orhun Tamyigit, Suleyman Serdar Kozat
Context-Aware Ensemble Learning for Time Series. CoRR (2022)
Nuri Mert Vural, Fatih Ilhan, Selim Firat Yilmaz, Salih Ergüt, Suleyman Serdar Kozat
Achieving Online Regression Performance of LSTMs With Simple RNNs. IEEE Trans. Neural Networks Learn. Syst. 33 (12) (2022)
Mine Kerpicci, Huseyin Ozkan, Suleyman Serdar Kozat
Online Anomaly Detection With Bandwidth Optimized Hierarchical Kernel Density Estimators. IEEE Trans. Neural Networks Learn. Syst. 32 (9) (2021)
Nuri Mert Vural, Salih Ergüt, Suleyman Serdar Kozat
An Efficient and Effective Second-Order Training Algorithm for LSTM-Based Adaptive Learning. IEEE Trans. Signal Process. 69 (2021)
Selim Furkan Tekin, Oguzhan Karaahmetoglu, Fatih Ilhan, Ismail Balaban, Suleyman Serdar Kozat
Spatio-temporal Weather Forecasting and Attention Mechanism on Convolutional LSTMs. CoRR (2021)
Selim Furkan Tekin, Suleyman Serdar Kozat
Crime Prediction with Graph Neural Networks and Multivariate Normal Distributions. CoRR (2021)
Fatih Ilhan, Oguzhan Karaahmetoglu, Ismail Balaban, Suleyman Serdar Kozat
Markovian RNN: An Adaptive Time Series Prediction Network with HMM-based Switching for Nonstationary Environments. CoRR (2020)
Nuri Mert Vural, Burak Altas, Fatih Ilhan, Suleyman Serdar Kozat
Online Shortest Path Learning via Convex Optimization. SIU (2020)
Nuri Mert Vural, Selim Firat Yilmaz, Fatih Ilhan, Suleyman Serdar Kozat
RNN-based Online Learning: An Efficient First-Order Optimization Algorithm with a Convergence Guarantee. CoRR (2020)
Tolga Ergen, Suleyman Serdar Kozat
A novel distributed anomaly detection algorithm based on support vector machines. Digit. Signal Process. 99 (2020)
Safa Onur Sahin, Suleyman Serdar Kozat
A Tree Architecture of LSTM Networks for Sequential Regression with Missing Data. CoRR (2020)
Ali H. Mirza, Mine Kerpicci, Suleyman Serdar Kozat
Efficient online learning with improved LSTM neural networks. Digit. Signal Process. 102 (2020)
Tolga Ergen, Suleyman Serdar Kozat
Unsupervised Anomaly Detection With LSTM Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 31 (8) (2020)
Selim Firat Yilmaz, Suleyman Serdar Kozat
PySAD: A Streaming Anomaly Detection Framework in Python. CoRR (2020)
Selim Firat Yilmaz, Ismail Balaban, Suleyman Serdar Kozat
Improved Named Entity Recognition in Turkish News via Word Lookup Methods. SIU (2020)
Selim Firat Yilmaz, E. Batuhan Kaynak, Aykut Koç, Hamdi Dibeklioglu, Suleyman Serdar Kozat
Multi-Label Sentiment Analysis on 100 Languages with Dynamic Weighting for Label Imbalance. CoRR (2020)
Fatih Ilhan, Nuri Mert Vural, Suleyman Serdar Kozat
LSTM-Based Online Learning with Extended Kalman Filter Based Training Algorithm. SIU (2020)
Oguzhan Karaahmetoglu, Suleyman Serdar Kozat
Spatio-temporal Sequence Prediction with Point Processes and Self-organizing Decision Trees. CoRR (2020)
Nuri Mert Vural, Fatih Ilhan, Selim Firat Yilmaz, Suleyman Serdar Kozat
Achieving Online Regression Performance of LSTMs with Simple RNNs. CoRR (2020)
Oguzhan Karaahmetoglu, Suleyman Serdar Kozat
Prediction with Spatio-temporal Point Processes with Self Organizing Decision Trees. CoRR (2020)
Tolga Ergen, Ali H. Mirza, Suleyman Serdar Kozat
Energy-Efficient LSTM Networks for Online Learning. IEEE Trans. Neural Networks Learn. Syst. 31 (8) (2020)
Oguzhan Karaahmetoglu, Fatih Ilhan, Ismail Balaban, Suleyman Serdar Kozat
Unsupervised Online Anomaly Detection On Irregularly Sampled Or Missing Valued Time-Series Data Using LSTM Networks. CoRR (2020)
Fatih Ilhan, Suleyman Serdar Kozat
Modeling of Spatio-Temporal Hawkes Processes with Randomized Kernels. CoRR (2020)
Selim Firat Yilmaz, Suleyman Serdar Kozat
Unsupervised Anomaly Detection via Deep Metric Learning with End-to-End Optimization. CoRR (2020)
Fatih Ilhan, Suleyman Serdar Kozat
Modeling of Spatio-Temporal Hawkes Processes With Randomized Kernels. IEEE Trans. Signal Process. 68 (2020)
Nuri Mert Vural, Burak Altas, Fatih Ilhan, Suleyman Serdar Kozat
Shortest Path Learning in Non-Stationary Enviroments via Online Convex Optimization. SIU (2020)
Mohammadreza Mohaghegh Neyshabouri, Kaan Gökcesu, Hakan Gökcesu, Huseyin Ozkan, Suleyman Serdar Kozat
Asymptotically Optimal Contextual Bandit Algorithm Using Hierarchical Structures. IEEE Trans. Neural Networks Learn. Syst. 30 (3) (2019)
Mine Kerpicci, Suleyman Serdar Kozat, Huseyin Ozkan
Sequential Anomaly Detection Using Nonparametric Density Estimators. SIU (2019)
Nuri Mert Vural, Hakan Gökcesu, Kaan Gökcesu, Suleyman Serdar Kozat
Minimax Optimal Algorithms for Adversarial Bandit Problem With Multiple Plays. IEEE Trans. Signal Process. 67 (16) (2019)
Kaan Gökcesu, Mohammadreza Mohaghegh Neyshabouri, Hakan Gökcesu, Suleyman Serdar Kozat
Sequential Outlier Detection Based on Incremental Decision Trees. IEEE Trans. Signal Process. 67 (4) (2019)
N. Denizcan Vanli, Muhammed O. Sayin, Mohammadreza Mohaghegh Neyshabouri, Huseyin Ozkan, Suleyman Serdar Kozat
Nonlinear regression via incremental decision trees. Pattern Recognit. 86 (2019)
Safa Onur Sahin, Suleyman Serdar Kozat
Nonuniformly Sampled Data Processing Using LSTM Networks. IEEE Trans. Neural Networks Learn. Syst. 30 (5) (2019)
Hakan Gökcesu, Suleyman Serdar Kozat
Efficient Online Convex Optimization with Adaptively Minimax Optimal Dynamic Regret. CoRR (2019)
Osman Fatih Kiliç, Tolga Ergen, Muhammed O. Sayin, Suleyman Serdar Kozat
Team-optimal online estimation of dynamic parameters over distributed tree networks. Signal Process. 154 (2019)
Nuri Mert Vural, Hakan Gökcesu, Kaan Gökcesu, Suleyman Serdar Kozat
Minimax Optimal Algorithms for Adversarial Bandit Problem with Multiple Plays. CoRR (2019)
Hakan Gökcesu, Suleyman Serdar Kozat
Minimax Optimal Online Stochastic Learning for Sequences of Convex Functions under Sub-Gradient Observation Failures. CoRR (2019)
Nuri Mert Vural, Suleyman Serdar Kozat
An Efficient EKF Based Algorithm For LSTM-Based Online Learning. CoRR (2019)
Kaan Gökcesu, Suleyman Serdar Kozat
Online Density Estimation of Nonstationary Sources Using Exponential Family of Distributions. IEEE Trans. Neural Networks Learn. Syst. 29 (9) (2018)
Huseyin Ozkan, Fatih Ozkan, Ibrahim Delibalta, Suleyman Serdar Kozat
Efficient NP Tests for Anomaly Detection Over Birth-Death Type DTMCs. J. Signal Process. Syst. 90 (2) (2018)
Kaan Gökcesu, Suleyman Serdar Kozat
An Online Minimax Optimal Algorithm for Adversarial Multiarmed Bandit Problem. IEEE Trans. Neural Networks Learn. Syst. 29 (11) (2018)
Kaan Gökcesu, Suleyman Serdar Kozat
Online Anomaly Detection With Minimax Optimal Density Estimation in Nonstationary Environments. IEEE Trans. Signal Process. 66 (5) (2018)
Mohammadreza Mohaghegh Neyshabouri, Suleyman Serdar Kozat
Sequential Outlier Detection based on Incremental Decision Trees. CoRR (2018)
Tolga Ergen, Safa Onur Sahin, Suleyman Serdar Kozat
Recurrent neural networks based online learning algorithms for distributed systems. SIU (2018)
Dariush Kari, Ali H. Mirza, Farhan Khan, Huseyin Ozkan, Suleyman Serdar Kozat
Boosted adaptive filters. Digit. Signal Process. 81 (2018)
Tolga Ergen, Suleyman Serdar Kozat
Online Training of LSTM Networks in Distributed Systems for Variable Length Data Sequences. IEEE Trans. Neural Networks Learn. Syst. 29 (10) (2018)
Tolga Ergen, Suleyman Serdar Kozat
Efficient Online Learning Algorithms Based on LSTM Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 29 (8) (2018)
Ibrahim Delibalta, Lemi Baruh, Suleyman Serdar Kozat
An Online Causal Inference Framework for Modeling and Designing Systems Involving User Preferences: A State-Space Approach. J. Electr. Comput. Eng. 2017 (2017)
Nuri Denizcan Vanli, Muhammed O. Sayin, Ibrahim Delibalta, Suleyman Serdar Kozat
Sequential Nonlinear Learning for Distributed Multiagent Systems via Extreme Learning Machines. IEEE Trans. Neural Networks Learn. Syst. 28 (3) (2017)
Muhammed O. Sayin, N. Denizcan Vanli, Suleyman Serdar Kozat, Tamer Basar
Stochastic Subgradient Algorithms for Strongly Convex Optimization Over Distributed Networks. IEEE Trans. Netw. Sci. Eng. 4 (4) (2017)
Muhammed O. Sayin, Suleyman Serdar Kozat, Tamer Basar
Team-optimal distributed MMSE estimation in general and tree networks. Digit. Signal Process. 64 (2017)
Osman Fatih Kiliç, Muhammed O. Sayin, Ibrahim Delibalta, Suleyman Serdar Kozat
Computationally highly efficient mixture of adaptive filters. Signal Image Video Process. 11 (2) (2017)
Burak C. Civek, Suleyman Serdar Kozat
Efficient Implementation Of Newton-Raphson Methods For Sequential Data Prediction. CoRR (2017)
Tolga Ergen, Ali Hassan Mirza, Suleyman Serdar Kozat
Unsupervised and Semi-supervised Anomaly Detection with LSTM Neural Networks. CoRR (2017)
Tolga Ergen, Kaan Gökcesu, Mustafa Simsek, Suleyman Serdar Kozat
Novelty detection using soft partitioning and hierarchical models. SIU (2017)
Tolga Ergen, Suleyman Serdar Kozat
Neural networks based online learning. SIU (2017)
Tolga Ergen, Suleyman Serdar Kozat
Online distributed nonlinear regression via neural networks. SIU (2017)
Burak C. Civek, Ibrahim Delibalta, Suleyman Serdar Kozat
Highly Efficient Hierarchical Online Nonlinear Regression Using Second Order Methods. CoRR (2017)
Mohammadreza Mohaghegh Neyshabouri, Oguzhan Demir, Ibrahim Delibalta, Suleyman Serdar Kozat
Highly efficient nonlinear regression for big data with lexicographical splitting. Signal Image Video Process. 11 (3) (2017)
Farhan Khan, Suleyman Serdar Kozat
Sequential churn prediction and analysis of cellular network users - A multi-class, multi-label perspective. SIU (2017)
Burak C. Civek, Ibrahim Delibalta, Suleyman Serdar Kozat
Highly efficient hierarchical online nonlinear regression using second order methods. Signal Process. 137 (2017)
Dariush Kari, Nuri Denizcan Vanli, Suleyman Serdar Kozat
Adaptive and efficient nonlinear channel equalization for underwater acoustic communication. Phys. Commun. 24 (2017)
Ihsan Utlu, Osman Fatih Kiliç, Suleyman Serdar Kozat
Resource-aware event triggered distributed estimation over adaptive networks. Digit. Signal Process. 68 (2017)
Burak C. Civek, Suleyman Serdar Kozat
Efficient Implementation of Newton-Raphson Methods for Sequential Data Prediction. IEEE Trans. Knowl. Data Eng. 29 (12) (2017)
Dariush Kari, Iman Marivani, Farhan Khan, Muhammed Omer Sayin, Suleyman Serdar Kozat
Robust adaptive algorithms for underwater acoustic channel estimation and their performance analysis. Digit. Signal Process. 68 (2017)
Kaan Gökcesu, Tolga Ergen, Selami Çiftçi, Suleyman Serdar Kozat
An efficient bandit algorithm for general weight assignments. SIU (2017)
Mohammadreza Mohaghegh Neyshabouri, Kaan Gökcesu, Selami Ciftci, Suleyman Serdar Kozat
A Nearly Optimal Contextual Bandit Algorithm. CoRR (2016)
Huseyin Ozkan, Fatih Ozkan, Suleyman Serdar Kozat
Online Anomaly Detection Under Markov Statistics With Controllable Type-I Error. IEEE Trans. Signal Process. 64 (6) (2016)
Dariush Kari, Ibrahim Delibalta, Suleyman Serdar Kozat
Boosted Adaptive Filters. CoRR (2016)
Farhan Khan, Dariush Kari, Ilyas Alper Karatepe, Suleyman Serdar Kozat
Universal Nonlinear Regression on High Dimensional Data Using Adaptive Hierarchical Trees. IEEE Trans. Big Data 2 (2) (2016)
Osman Fatih Kiliç, Muhammed Omer Sayin, Ibrahim Delibalta, Suleyman Serdar Kozat
Mixture of set membership filters approach for big data signal processing. SIU (2016)
Osman Fatih Kiliç, N. Denizcan Vanli, Huseyin Ozkan, Ibrahim Delibalta, Suleyman Serdar Kozat
Online adaptive hierarchical space partitioning classifier. SIU (2016)
Dariush Kari, Iman Marivani, Ibrahim Delibalta, Suleyman Serdar Kozat
Boosted LMS-based piecewise linear adaptive filters. EUSIPCO (2016)
Osman Fatih Kiliç, N. Denizcan Vanli, Huseyin Ozkan, Ibrahim Delibalta, Suleyman Serdar Kozat
Adaptive hierarchical space partitioning for online classification. EUSIPCO (2016)
Dariush Kari, Nuri Denizcan Vanli, Suleyman Serdar Kozat
Adaptive and Efficient Nonlinear Channel Equalization for Underwater Acoustic Communication. CoRR (2016)
Oguzhan Demir, Mohammadreza Mohaghegh Neyshabouri, Ibrahim Delibalta, Suleyman Serdar Kozat
A tree-based solution to nonlinear regression problem. SIU (2016)
Mustafa Simsek, Ibrahim Delibalta, Lemi Baruh, Suleyman Serdar Kozat
Mathematical model of causal inference in Social Networks. SIU (2016)
Burak C. Civek, Dariush Kari, Ibrahim Delibalta, Suleyman Serdar Kozat
Big data signal processing using boosted RLS algorithm. SIU (2016)
Muhammed O. Sayin, Suleyman Serdar Kozat
Network structures and fast distributed MMSE estimation. CoRR (2016)
Huseyin Ozkan, N. Denizcan Vanli, Suleyman Serdar Kozat
Online Classification via Self-Organizing Space Partitioning. IEEE Trans. Signal Process. 64 (15) (2016)
Burak C. Civek, Ibrahim Delibalta, Suleyman Serdar Kozat
Piecewise linear regression based on adaptive tree structure using second order methods. EUSIPCO (2016)
N. Denizcan Vanli, Sait Tunc, Mehmet A. Donmez, Suleyman Serdar Kozat
Growth optimal investment in discrete-time markets with proportional transaction costs. Digit. Signal Process. 48 (2016)
Ersin Yar, Ibrahim Delibalta, Lemi Baruh, Suleyman Serdar Kozat
Online text classification for real life tweet analysis. SIU (2016)
Ibrahim Delibalta, Kaan Gökcesu, Mustafa Simsek, Lemi Baruh, Suleyman Serdar Kozat
Online Anomaly Detection With Nested Trees. IEEE Signal Process. Lett. 23 (12) (2016)
Burak C. Civek, Ibrahim Delibalta, Suleyman Serdar Kozat
Nonlinear regression using second order methods. SIU (2016)
N. Denizcan Vanli, Kaan Gökcesu, Muhammed O. Sayin, Hikmet Yildiz, Suleyman Serdar Kozat
Sequential Prediction Over Hierarchical Structures. IEEE Trans. Signal Process. 64 (23) (2016)
Ihsan Utlu, Suleyman Serdar Kozat
Distributed adaptive filtering with reduced communication load. EUSIPCO (2016)
Ihsan Utlu, Suleyman Serdar Kozat
Communication efficient distributed estimation. SIU (2016)
Farhan Khan, Ibrahim Delibalta, Suleyman Serdar Kozat
Online churn detection on high dimensional cellular data using adaptive hierarchical trees. EUSIPCO (2016)
N. Denizcan Vanli, Mehmet A. Donmez, Suleyman Serdar Kozat
Robust least squares methods under bounded data uncertainties. Digit. Signal Process. 36 (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Suleyman Serdar Kozat