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Bounded perturbation resilience of extragradient-type methods and their applications
Dong,Q-L1; Gibali,A2; Jiang,D1; Tang,Y3
2017-11-10
发表期刊Journal of Inequalities and Applications
ISSN1029-242X
卷号2017期号:1
摘要AbstractIn this paper we study the bounded perturbation resilience of the extragradient and the subgradient extragradient methods for solving a variational inequality (VI) problem in real Hilbert spaces. This is an important property of algorithms which guarantees the convergence of the scheme under summable errors, meaning that an inexact version of the methods can also be considered. Moreover, once an algorithm is proved to be bounded perturbation resilience, superiorization can be used, and this allows flexibility in choosing the bounded perturbations in order to obtain a superior solution, as well explained in the paper. We also discuss some inertial extragradient methods. Under mild and standard assumptions of monotonicity and Lipschitz continuity of the VI’s associated mapping, convergence of the perturbed extragradient and subgradient extragradient methods is proved. In addition we show that the perturbed algorithms converge at the rate of O(1/t)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$O(1/t)$\end{document}. Numerical illustrations are given to demonstrate the performances of the algorithms.
关键词inertial-type method bounded perturbation resilience extragradient method subgradient extragradient method variational inequality 49J35 58E35 65K15 90C47
DOI10.1186/s13660-017-1555-0
语种英语
WOS记录号BMC:10.1186/s13660-017-1555-0
出版者Springer International Publishing
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/396
专题中国科学院数学与系统科学研究院
通讯作者Gibali,A
作者单位1.
2.
3.
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Dong,Q-L,Gibali,A,Jiang,D,et al. Bounded perturbation resilience of extragradient-type methods and their applications[J]. Journal of Inequalities and Applications,2017,2017(1).
APA Dong,Q-L,Gibali,A,Jiang,D,&Tang,Y.(2017).Bounded perturbation resilience of extragradient-type methods and their applications.Journal of Inequalities and Applications,2017(1).
MLA Dong,Q-L,et al."Bounded perturbation resilience of extragradient-type methods and their applications".Journal of Inequalities and Applications 2017.1(2017).
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