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Article: On the O(1/N) convergence rate of the Douglas-Rachford alternating direction method

TitleOn the O(1/N) convergence rate of the Douglas-Rachford alternating direction method
Authors
KeywordsConvergence rate
Alternating direction method
Variational inequalities
Split inexact Uzawa method
Convex programming
Issue Date2012
PublisherSociety for Industrial and Applied Mathematics. The Journal's web site is located at http://www.siam.org/journals/sinum.php
Citation
SIAM Journal on Numerical Analysis, 2012, v. 50, n. 2, p. 700-709 How to Cite?
AbstractAlternating direction methods (ADMs) have been well studied in the literature, and they have found many efficient applications in various fields. In this note, we focus on the Douglas- Rachford ADM scheme proposed by Glowinski and Marrocco, and we aim at providing a simple approach to estimating its convergence rate in terms of the iteration number. The linearized version of this ADM scheme, which is known as the split inexact Uzawa method in the image processing literature, is also discussed. © 2012 Society for Industrial and Applied Mathematics.
Persistent Identifierhttp://hdl.handle.net/10722/250990
ISSN
2021 Impact Factor: 3.039
2020 SCImago Journal Rankings: 2.780
ISI Accession Number ID

 

DC FieldValueLanguage
dc.contributor.authorHe, Bingsheng-
dc.contributor.authorYuan, Xiaoming-
dc.date.accessioned2018-02-01T01:54:16Z-
dc.date.available2018-02-01T01:54:16Z-
dc.date.issued2012-
dc.identifier.citationSIAM Journal on Numerical Analysis, 2012, v. 50, n. 2, p. 700-709-
dc.identifier.issn0036-1429-
dc.identifier.urihttp://hdl.handle.net/10722/250990-
dc.description.abstractAlternating direction methods (ADMs) have been well studied in the literature, and they have found many efficient applications in various fields. In this note, we focus on the Douglas- Rachford ADM scheme proposed by Glowinski and Marrocco, and we aim at providing a simple approach to estimating its convergence rate in terms of the iteration number. The linearized version of this ADM scheme, which is known as the split inexact Uzawa method in the image processing literature, is also discussed. © 2012 Society for Industrial and Applied Mathematics.-
dc.languageeng-
dc.publisherSociety for Industrial and Applied Mathematics. The Journal's web site is located at http://www.siam.org/journals/sinum.php-
dc.relation.ispartofSIAM Journal on Numerical Analysis-
dc.subjectConvergence rate-
dc.subjectAlternating direction method-
dc.subjectVariational inequalities-
dc.subjectSplit inexact Uzawa method-
dc.subjectConvex programming-
dc.titleOn the O(1/N) convergence rate of the Douglas-Rachford alternating direction method-
dc.typeArticle-
dc.description.naturelink_to_subscribed_fulltext-
dc.identifier.doi10.1137/110836936-
dc.identifier.scopuseid_2-s2.0-84861398963-
dc.identifier.volume50-
dc.identifier.issue2-
dc.identifier.spage700-
dc.identifier.epage709-
dc.identifier.isiWOS:000303398700016-
dc.identifier.issnl0036-1429-

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