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author:

Peng, Z. (Peng, Z..) [1] | Wu, D. (Wu, D..) [2]

Indexed by:

Scopus

Abstract:

Alternating directions methods (ADMs) are very effective for solving convex optimization problems with separable structure. However, when these methods are applied to solve convex optimization problems with three separable operators, their convergence results have not been established as yet. In this paper, we consider a class of constrained matrix optimization problems. The problem is first reformulated into a convex optimization problem with three separable operators, then it is solved by a proposed partial parallel splitting method. The proposed method combines the parallel splitting (augmented Lagrangian) method (PSALM) and the alternating directions method (ADM), and it is referred to as PADALM in short. The main difference between PADALM and PSALM is that in PADALM, two operators are handled first by a parallel method, then the third operator and the former two are dealt with by an alternating method. Finally, the convergence result for PADALM is established and numerical results are provided to show the efficacy of PADALM and its superiority over PSALM. © 2010 Elsevier Ltd. All rights reserved.

Keyword:

Alternating directions method; Constrained matrix optimization; Parallel splitting method; Separable convex optimization

Community:

  • [ 1 ] [Peng, Z.]Department of Mathematics, Fuzhou University, Fuzhou, 350108, China
  • [ 2 ] [Peng, Z.]Department of Mathematics, Nanjing University, Nanjing, 210093, China
  • [ 3 ] [Wu, D.]Department of Mathematics, Shanghai University, Shanghai, 200444, China

Reprint 's Address:

  • [Peng, Z.]Department of Mathematics, Fuzhou University, Fuzhou, 350108, China

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Source :

Computers and Mathematics with Applications

ISSN: 0898-1221

Year: 2010

Issue: 6

Volume: 60

Page: 1515-1524

1 . 4 7 2

JCR@2010

2 . 9 0 0

JCR@2023

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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