Networked signal and information processing
File(s)main.pdf (1.51 MB)
Accepted version
Author(s)
Vlaski, Stefan
Kar, Soummya
Sayed, Ali H
Moura, José MF
Type
Journal Article
Abstract
The article reviews significant advances in networked signal and information
processing, which have enabled in the last 25 years extending decision making
and inference, optimization, control, and learning to the increasingly
ubiquitous environments of distributed agents. As these interacting agents
cooperate, new collective behaviors emerge from local decisions and actions.
Moreover, and significantly, theory and applications show that networked
agents, through cooperation and sharing, are able to match the performance of
cloud or federated solutions, while offering the potential for improved
privacy, increasing resilience, and saving resources.
processing, which have enabled in the last 25 years extending decision making
and inference, optimization, control, and learning to the increasingly
ubiquitous environments of distributed agents. As these interacting agents
cooperate, new collective behaviors emerge from local decisions and actions.
Moreover, and significantly, theory and applications show that networked
agents, through cooperation and sharing, are able to match the performance of
cloud or federated solutions, while offering the potential for improved
privacy, increasing resilience, and saving resources.
Date Acceptance
2023-04-08
Citation
IEEE: Signal Processing Magazine
ISSN
1053-5888
Publisher
Institute of Electrical and Electronics Engineers
Journal / Book Title
IEEE: Signal Processing Magazine
Copyright Statement
Copyright © 2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Identifier
http://arxiv.org/abs/2210.13767v2
Subjects
cs.DC
cs.LG
cs.MA
eess.SP
eess.SP
math.OC
Publication Status
Accepted