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author:

Yang, J. (Yang, J..) [1] | Dai, Y.-Q. (Dai, Y.-Q..) [2] | Peng, Z. (Peng, Z..) [3] | Zhuang, J.-P. (Zhuang, J.-P..) [4] | Zhu, W.-X. (Zhu, W.-X..) [5]

Indexed by:

Scopus CSCD

Abstract:

Linearly constrained separable convex minimization problems have been raised widely in many real-world applications. In this paper, we propose a homotopy-based alternating direction method of multipliers for solving this kind of problems. The proposed method owns some advantages of the classical proximal alternating direction method of multipliers and homotopy method. Under some suitable conditions, we prove global convergence and the worst-case O(1k) convergence rate in a nonergodic sense. Preliminary numerical results indicate effectiveness and efficiency of the proposed method compared with some state-of-the-art methods. © 2017, Operations Research Society of China, Periodicals Agency of Shanghai University, Science Press, and Springer-Verlag Berlin Heidelberg.

Keyword:

Alternating direction method of multipliers; Homotopy method; Proximal point algorithm; Separable convex optimization

Community:

  • [ 1 ] [Yang, J.]Hunan Vocational Institute of Safety Technology, Changsha, 410018, China
  • [ 2 ] [Dai, Y.-Q.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 3 ] [Peng, Z.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 4 ] [Zhuang, J.-P.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 5 ] [Zhu, W.-X.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China

Reprint 's Address:

  • [Peng, Z.]College of Mathematics and Computer Science, Fuzhou UniversityChina

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Source :

Journal of the Operations Research Society of China

ISSN: 2194-668X

Year: 2017

Issue: 2

Volume: 5

Page: 271-290

0 . 9 0 0

JCR@2023

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: 2

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