Distributed Optimization in Networked Systems

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Distributed Optimization in Networked Systems

Algorithms and Applications

Mathematical theory of computation Machine learning

Authors: Qingguo Lu, Xiaofeng Liao, Huaqing Li, Shaojiang Deng, Shanfu Gao

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Collection: Wireless Networks

Language: English

Published by: Springer

Published on: 8th February 2023

Format: LCP-protected ePub

ISBN: 9789811985591


This book focuses on improving the performance (convergence rate, communication efficiency, computational efficiency, etc.) of algorithms in the context of distributed optimization in networked systems and their successful application to real-world applications (smart grids and online learning). Readers may be particularly interested in the sections on consensus protocols, optimization skills, accelerated mechanisms, event-triggered strategies, variance-reduction communication techniques, etc., in connection with distributed optimization in various networked systems. This book offers a valuable reference guide for researchers in distributed optimization and for senior undergraduate and graduate students alike.

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