Distributed Online Optimization With Long-Term Constraints

In this article, we consider distributed online convex optimization problems, where the distributed system consists of various computing units connected through a time-varying communication graph. In each time step, each computing unit selects a constrained vector, experiences a loss equal to an arb...

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Bibliographic Details
Published in:	IEEE transactions on automatic control Vol. 67; no. 3; pp. 1089 - 1104
Main Authors:	Yuan, Deming, Proutiere, Alexandre, Shi, Guodong
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.03.2022 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Absolute constraint violation Algorithms Communication graphs Computational geometry Computer networks Constraint violation Constraints Convex functions Convex optimization Convexity Cumulative constraints Decentralized algorithms Distributed algorithms Distributed computer systems Distributed database systems Distributed online convex optimization distributed online convex optimization (DOCO) Distributed systems Functions long-term constraints longterm constraints one-point bandit feedback Online convex optimizations Online optimization Optimization regret Robots State-of-the-art algorithms Time-varying systems Unsolicited e-mail Upper bound Upper bounds
ISSN:	0018-9286, 1558-2523, 1558-2523
Online Access:	Get full text
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