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author:

Jian, Binqian (Jian, Binqian.) [1] | Peng, Zheng (Peng, Zheng.) [2] | Deng, Kangkang (Deng, Kangkang.) [3]

Indexed by:

Scopus SCIE

Abstract:

In this paper, we propose a new customized proximal point algorithm for linearly constrained convex optimization problem, and further extend the proposed method to separable convex optimization problem. Unlike the existing customized proximal point algorithms, the proposed algorithms do not involve relaxation step, but still ensure the convergence. We obtain the particular iteration schemes and the unified variational inequality perspective. The global convergence and O(1/k)-convergence rate of the proposed methods are investigated under some mild assumptions. Numerical experiments show that compared to some state-of-the-art methods, the proposed methods are effective.

Keyword:

Convex optimization Customized proximal point algorithm Global convergence O(1/k)-convergence rate Separable convex optimization

Community:

  • [ 1 ] [Jian, Binqian]Fuzhou Univ, Sch Econ & Management, Fuzhou 350108, Fujian, Peoples R China
  • [ 2 ] [Peng, Zheng]Fuzhou Univ, Sch Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 3 ] [Deng, Kangkang]Fuzhou Univ, Sch Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China

Reprint 's Address:

  • 彭拯

    [Peng, Zheng]Fuzhou Univ, Sch Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China

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Source :

BULLETIN OF THE IRANIAN MATHEMATICAL SOCIETY

ISSN: 1017-060X

Year: 2019

Issue: 3

Volume: 46

Page: 865-892

0 . 3 5 7

JCR@2019

0 . 7 0 0

JCR@2023

ESI Discipline: MATHEMATICS;

ESI HC Threshold:59

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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