N. Denizcan Vanli

PhD thesis, 2021

2020

Randomness and permutations in coordinate descent methods.

[BibT_eX]

[DOI]

Math. Program., 2020

2019

Nonlinear regression via incremental decision trees.

[BibT_eX]

[DOI]

Mohammadreza Mohaghegh Neyshabouri

Huseyin Ozkan

Pattern Recognit., 2019

2018

Global Convergence Rate of Proximal Incremental Aggregated Gradient Methods.

[BibT_eX]

[DOI]

Mert Gürbüzbalaban

Asuman E. Ozdaglar

SIAM J. Optim., 2018

2017

Stochastic Subgradient Algorithms for Strongly Convex Optimization Over Distributed Networks.

[BibT_eX]

[DOI]

Tamer Basar

IEEE Trans. Netw. Sci. Eng., 2017

Sequential Nonlinear Learning for Distributed Multiagent Systems via Extreme Learning Machines.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2017

Adaptive and efficient nonlinear channel equalization for underwater acoustic communication.

[BibT_eX]

[DOI]

Dariush Kari

Phys. Commun., 2017

When Cyclic Coordinate Descent Outperforms Randomized Coordinate Descent.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

2016

Sequential Prediction Over Hierarchical Structures.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Online Classification via Self-Organizing Space Partitioning.

[BibT_eX]

[DOI]

Huseyin Ozkan

IEEE Trans. Signal Process., 2016

Growth optimal investment in discrete-time markets with proportional transaction costs.

[BibT_eX]

[DOI]

Sait Tunç

Digit. Signal Process., 2016

Online adaptive hierarchical space partitioning classifier.

[BibT_eX]

[DOI]

Proceedings of the 24th Signal Processing and Communication Application Conference, 2016

Adaptive hierarchical space partitioning for online classification.

[BibT_eX]

[DOI]

Proceedings of the 24th European Signal Processing Conference, 2016

Global convergence rate of incremental aggregated gradient methods for nonsmooth problems.

[BibT_eX]

[DOI]

Mert Gürbüzbalaban

Asuman E. Ozdaglar

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

2015

A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2015

Robust least squares methods under bounded data uncertainties.

[BibT_eX]

[DOI]

Digit. Signal Process., 2015

Universal online prediction via order preserving patterns.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015

Efficient and distributed tracking of evolving state.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE International Workshop on Machine Learning for Signal Processing, 2015

Twice-universal piecewise linear regression via infinite depth context trees.

[BibT_eX]

[DOI]

Tolga Goze

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

A Scalable Approach for Online Hierarchical Big Data Mining.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015

Online Nonlinear Classification for High-Dimensional Data.

[BibT_eX]

[DOI]

Huseyin Ozkan

Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015

Optimal and Efficient Distributed Online Learning for Big Data.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Congress on Big Data, New York City, NY, USA, June 27, 2015

2014

A Comprehensive Approach to Universal Piecewise Nonlinear Regression Based on Trees.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

A Novel Family of Adaptive Filtering Algorithms Based on the Logarithmic Cost.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

Stochastic Subgradient Algorithms for Strongly Convex Optimization over Distributed Networks.

[BibT_eX]

[DOI]

CoRR, 2014

Online Piecewise Linear Regression via Infinite Depth Context Trees.

[BibT_eX]

[DOI]

CoRR, 2014

Competitive linear MMSE estimation under structured data uncertainties.

[BibT_eX]

[DOI]

Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014

Sequential nonlinear regression via context trees.

[BibT_eX]

[DOI]

Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014

Robust set-membership filtering algorithms against impulsive noise.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Logarithmic regret bound over diffusion based distributed estimation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Improved convergence performance of adaptive algorithms through logarithmic cost.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Energy consumption forecasting via order preserving pattern matching.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

Communication efficient channel estimation over distributed networks.

[BibT_eX]

[DOI]

Tolga Goze

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

Comprehensive lower bounds on sequential prediction.

[BibT_eX]

[DOI]

Salih Ergüt

Proceedings of the 22nd European Signal Processing Conference, 2014

Piecewise nonlinear regression via decision adaptive trees.

[BibT_eX]

[DOI]

Salih Ergüt

Proceedings of the 22nd European Signal Processing Conference, 2014

2013

Optimum Power Randomization for the Minimization of Outage Probability.

[BibT_eX]

[DOI]

IEEE Trans. Wirel. Commun., 2013

A Comprehensive Approach to Universal Nonlinear Regression Based on Trees.

[BibT_eX]

[DOI]

CoRR, 2013

Robust LS Equalization Methods for MIMO Systems Under Bounded Model Uncertainties.

[BibT_eX]

[DOI]

CoRR, 2013

2012

Optimum Power Allocation for Average Power Constrained Jammers in the Presence of Non-Gaussian Noise.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2012

Convexity properties of outage probability under rayleigh fading.

[BibT_eX]

[DOI]

Berkan Dulek