FROST—Fast row-stochastic optimization with uncoordinated step-sizes

ADD-OPT: Accelerated Distributed Directed Optimization

(2018) Chenguang Xi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Linear Convergence in Optimization Over Directed Graphs with Row-Stochastic Matrices

(2018) Chenguang Xi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Convergence of Asynchronous Distributed Gradient Methods Over Stochastic Networks

(2018) Jinming Xu et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Geometrical convergence rate for distributed optimization with time-varying directed graphs and uncoordinated step-sizes

(2018) Qingguo Lü et al.   INFORMATION SCIENCES

Distributed Localization: A Linear Theory

(2018) Sam Safavi et al.   PROCEEDINGS OF THE IEEE

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

(2018) Kun Yuan et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Distributed Subgradient Projection Algorithm Over Directed Graphs

(2017) Chenguang Xi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

DEXTRA: A Fast Algorithm for Optimization Over Directed Graphs

(2017) Chenguang Xi et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

On the distributed optimization over directed networks

(2017) Chenguang Xi et al.   NEUROCOMPUTING

Achieving Geometric Convergence for Distributed Optimization Over Time-Varying Graphs

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

Cloud K-SVD: A Collaborative Dictionary Learning Algorithm for Big, Distributed Data

(2016) Haroon Raja et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Distributed semi-supervised support vector machines

(2016) Simone Scardapane et al.   NEURAL NETWORKS

On the Convergence of Decentralized Gradient Descent

(2016) Kun Yuan et al.   SIAM JOURNAL ON OPTIMIZATION

Distributed Optimization Over Time-Varying Directed Graphs

(2015) Angelia Nedic et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

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

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

Fast Distributed Gradient Methods

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

On the Linear Convergence of the ADMM in Decentralized Consensus Optimization

(2014) Wei Shi et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

D-ADMM: A Communication-Efficient Distributed Algorithm for Separable Optimization

(2013) Joao F. C. Mota et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Average consensus on general strongly connected digraphs

(2012) Kai Cai et al.   AUTOMATICA

Sparse Distributed Learning Based on Diffusion Adaptation

(2012) Paolo Di Lorenzo et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Distributed Sparse Linear Regression

(2010) Gonzalo Mateos et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Discrete-time dynamic average consensus

(2009) Minghui Zhu et al.   AUTOMATICA

Distributed Subgradient Methods for Multi-Agent Optimization

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

Distributed Spectrum Sensing for Cognitive Radio Networks by Exploiting Sparsity

(2009) J.A. Bazerque et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING