Bicheng Ying

Sulaiman A. Alghunaim

IEEE Trans. Signal Process., 2020

Variance-Reduced Stochastic Learning Under Random Reshuffling.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

2019

Exact Diffusion for Distributed Optimization and Learning - Part II: Convergence Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Exact Diffusion for Distributed Optimization and Learning - Part I: Algorithm Development.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Variance-Reduced Stochastic Learning by Networked Agents Under Random Reshuffling.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Stochastic Learning Under Random Reshuffling With Constant Step-Sizes.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Supervised Learning Under Distributed Features.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Dynamic Average Diffusion With Randomized Coordinate Updates.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2019

COVER: A Cluster-based Variance Reduced Method for Online Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

On the Performance of Exact Diffusion over Adaptive Networks.

[BibT_eX]

[DOI]

Sulaiman A. Alghunaim

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018

Coordinate-Descent Diffusion Learning by Networked Agents.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Performance limits of stochastic sub-gradient learning, Part I: Single agent case.

[BibT_eX]

[DOI]

Signal Process., 2018

Performance limits of stochastic sub-gradient learning, part II: Multi-agent case.

[BibT_eX]

[DOI]

Signal Process., 2018

Learning Under Distributed Features.

[BibT_eX]

[DOI]

CoRR, 2018

Stochastic Learning under Random Reshuffling.

[BibT_eX]

[DOI]

CoRR, 2018

Belief Control Strategies for Interactions over Weak Graphs.

[BibT_eX]

[DOI]

Hawraa Salami

CoRR, 2018

Convergence of Variance-Reduced Learning Under Random Reshuffling.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Efficient Variance-Reduced Learning Over Multi-Agent Networks.

[BibT_eX]

[DOI]

Proceedings of the 26th European Signal Processing Conference, 2018

An Exponentially Convergent Algorithm for Learning Under Distributed Features.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Data Science Workshop, 2018

2017

Social Learning Over Weakly Connected Graphs.

[BibT_eX]

[DOI]

Hawraa Salami

IEEE Trans. Signal Inf. Process. over Networks, 2017

Efficient Variance-Reduced Learning for Fully Decentralized On-Device Intelligence.

[BibT_eX]

[DOI]

CoRR, 2017

Convergence of Variance-Reduced Stochastic Learning under Random Reshuffling.

[BibT_eX]

[DOI]

CoRR, 2017

On the performance of random reshuffling in stochastic learning.

[BibT_eX]

[DOI]

Proceedings of the 2017 Information Theory and Applications Workshop, 2017

Diffusion gradient boosting for networked learning.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Exact diffusion strategy for optimization by networked agents.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

Coordinate-descent adaptation over networks.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Information Exchange and Learning Dynamics Over Weakly Connected Adaptive Networks.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2016

On the Influence of Momentum Acceleration on Online Learning.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2016

Stochastic gradient descent with finite samples sizes.

[BibT_eX]

[DOI]

Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 2016

Performance limits of single-agent and multi-agent sub-gradient stochastic learning.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Diffusion social learning over weakly-connected graphs.

[BibT_eX]

[DOI]

Hawraa Salami

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

The brain strategy for online learning.

[BibT_eX]

[DOI]

Stefan Vlaski

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

Online dual coordinate ascent learning.

[BibT_eX]

[DOI]

Proceedings of the 24th European Signal Processing Conference, 2016

2015

Performance Limits of Online Stochastic Sub-Gradient Learning.

[BibT_eX]

[DOI]

CoRR, 2015

Learning by weakly-connected adaptive agents.

[BibT_eX]

[DOI]