吴佳

Professor   Supervisor of Doctorate Candidates   Supervisor of Master's Candidates

Gender:Female

Alma Mater:大连理工大学

Degree:Doctoral Degree

School/Department:数学科学学院

Discipline:Operation Research and Control Theory

Business Address:创新园大厦B1207

E-Mail:wujia@dlut.edu.cn


Paper Publications

The rate of convergence of proximal method of multipliers for nonlinear programming

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Indexed by:期刊论文

Date of Publication:2020-09-02

Journal:OPTIMIZATION METHODS & SOFTWARE

Included Journals:SCIE

Volume:35

Issue:5,SI

Page Number:1022-1049

ISSN No.:1055-6788

Key Words:Nonlinear programming; rate of convergence; proximal method of multipliers; strict complementarity

Abstract:We analyze the rate of convergence of the proximal method of multipliers for non-convex nonlinear programming problems. First, we prove, under the strict complementarity condition, that the rate of convergence of the proximal method of multipliers is linear and the ratio constant is proportional to 1/c when the ratio is small enough, which implies that the rate of convergence of the proximal method of multipliers is superlinear when the parameter c increases to . Second, we prove that, without strict complementarity condition, the rate of convergence of the proximal method of multipliers is proportional to 1/c when c exceeds a threshold.

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