Distributed stochastic gradient tracking methods

Push–Pull Gradient Methods for Distributed Optimization in Networks

(2020) Shi Pu et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Distributed Linearized Alternating Direction Method of Multipliers for Composite Convex Consensus Optimization

(2018) N. S. Aybat et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

A Flocking-Based Approach for Distributed Stochastic Optimization

(2018) Shi Pu et al.   OPERATIONS RESEARCH

Network Topology and Communication-Computation Tradeoffs in Decentralized Optimization

(2018) Angelia Nedic et al.   PROCEEDINGS OF THE IEEE

Decentralized Consensus Algorithm with Delayed and Stochastic Gradients

(2018) Benjamin Sirb et al.   SIAM JOURNAL ON OPTIMIZATION

Swarming for Faster Convergence in Stochastic Optimization

(2018) Shi Pu et al.   SIAM JOURNAL ON CONTROL AND OPTIMIZATION

Communication-efficient algorithms for decentralized and stochastic optimization

(2018) Guanghui Lan et al.   MATHEMATICAL PROGRAMMING

On Projected Stochastic Gradient Descent Algorithm with Weighted Averaging for Least Squares Regression

(2017) Kobi Cohen et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Fast Convergence Rates for Distributed Non-Bayesian Learning

(2017) Angelia Nedic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Distributed Learning Algorithms for Spectrum Sharing in Spatial Random Access Wireless Networks

(2017) Kobi Cohen et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Achieving Geometric Convergence for Distributed Optimization Over Time-Varying Graphs

(2017) Angelia Nedić et al.   SIAM JOURNAL ON OPTIMIZATION

Noise Reduction by Swarming in Social Foraging

(2016) Shi Pu et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Asynchronous Gossip-Based Random Projection Algorithms Over Networks

(2016) Soomin Lee et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

A Distributed Algorithm for Convex Constrained Optimization Under Noise

(2016) Nikolaos Chatzipanagiotis et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Stochastic Gradient-Push for Strongly Convex Functions on Time-Varying Directed Graphs

(2016) Angelia Nedic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Nonlinear Gossip

(2016) Adwaitvedant S. Mathkar et al.   SIAM JOURNAL ON CONTROL AND OPTIMIZATION

Distributed convex optimization via continuous-time coordination algorithms with discrete-time communication

(2015) Solmaz S. Kia et al.   AUTOMATICA

On the Learning Behavior of Adaptive Networks—Part I: Transient Analysis

(2015) Jianshu Chen et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

On the Learning Behavior of Adaptive Networks—Part II: Performance Analysis

(2015) Jianshu Chen et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

DLM: Decentralized Linearized Alternating Direction Method of Multipliers

(2015) Qing Ling et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

EXTRA: An Exact First-Order Algorithm for Decentralized Consensus Optimization

(2015) Wei Shi et al.   SIAM JOURNAL ON OPTIMIZATION

Proximal-Gradient Algorithms for Tracking Cascades Over Social Networks

(2014) Brian Baingana et al.   IEEE Journal of Selected Topics in Signal Processing

Fast Distributed Gradient Methods

(2014) Dusan Jakovetic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Adaptive Penalty-Based Distributed Stochastic Convex Optimization

(2014) Zaid J. Towfic et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

An augmented Lagrangian method for distributed optimization

(2014) Nikolaos Chatzipanagiotis et al.   MATHEMATICAL PROGRAMMING

Adaptive Networks

(2014) Ali H. Sayed   PROCEEDINGS OF THE IEEE

A Distributed Subgradient Method for Dynamic Convex Optimization Problems Under Noisy Information Exchange

(2013) Renato L. G. Cavalcante et al.   IEEE Journal of Selected Topics in Signal Processing

Convergence of a Multi-Agent Projected Stochastic Gradient Algorithm for Non-Convex Optimization

(2012) Pascal Bianchi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Distributed Recursive Least-Squares: Stability and Performance Analysis

(2012) Gonzalo Mateos et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Diffusion Adaptation Strategies for Distributed Optimization and Learning Over Networks

(2012) Jianshu Chen et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Distributed Asynchronous Constrained Stochastic Optimization

(2011) Kunal Srivastava et al.   IEEE Journal of Selected Topics in Signal Processing

Gossip Algorithms for Convex Consensus Optimization Over Networks

(2011) Jie Lu et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling

(2011) J. C. Duchi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Distributed multi-agent optimization with state-dependent communication

(2011) Ilan Lobel et al.   MATHEMATICAL PROGRAMMING

Constrained Consensus and Optimization in Multi-Agent Networks

(2010) A. Nedic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Distributed Stochastic Subgradient Projection Algorithms for Convex Optimization

(2010) S. Sundhar Ram et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Distributed Subgradient Methods for Multi-Agent Optimization

(2009) Angelia Nedic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Robust Stochastic Approximation Approach to Stochastic Programming

(2009) A. Nemirovski et al.   SIAM JOURNAL ON OPTIMIZATION