An Edge-based Stochastic Proximal Gradient Algorithm for Decentralized Composite Optimization
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Control, Automation and Systems"
DOI: 10.1007/s12555-020-0483-9
Abstract: Abstract In this patentan edge-based stochastic proximal gradient algorithm is developed to solve decentralized composite optimization problems involving a common non-smooth regulariza tion term over an undirected and connected network. Especially, when the decentralized composite… read more here.
Keywords: based stochastic; edge based; composite optimization; decentralized composite ... See more keywords
Graph Simplification-Aided ADMM for Decentralized Composite Optimization
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2019.2953538
Abstract: In this article, we consider the problem of decentralized composite optimization over a connected and symmetric graph, in which each node holds its own agent-specific private convex functions, and communications are only allowed between nodes… read more here.
Keywords: simplest bipartite; composite optimization; decentralized composite; graph ... See more keywords