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On the nonmonotone line search
Dai, YH
2002-02-01
发表期刊JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS
ISSN0022-3239
卷号112期号:2页码:315-330
摘要The technique of nonmonotone line search has received many successful applications and extensions in nonlinear optimization. This paper provides some basic analyses of the nonmonotone line search. Specifically, we analyze the nonmonotone line search methods for general nonconvex functions along different lines. The analyses are helpful in establishing the global convergence of a nonmonotone line search method under weaker conditions on the search direction. We explore also the relations between nonmonotone line search and R-linear convergence assuming that the objective function is uniformly convex. In addition, by taking the inexact Newton method as an example, we observe a numerical drawback of the original nonmonotone line search and suggest a standard Armijo line search when the nonmonotone line search condition is not satisfied by the prior trial steplength. The numerical results show the usefulness of such suggestion for the inexact Newton method.
关键词unconstrained optimization uniform convexity Armijo line search nonmonotone line search R-linear convergence
语种英语
WOS研究方向Operations Research & Management Science ; Mathematics
WOS类目Operations Research & Management Science ; Mathematics, Applied
WOS记录号WOS:000173971200004
出版者KLUWER ACADEMIC/PLENUM PUBL
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文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/17361
专题计算数学与科学工程计算研究所
通讯作者Dai, YH
作者单位Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci & Engn Comp, Beijing, Peoples R China
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GB/T 7714
Dai, YH. On the nonmonotone line search[J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS,2002,112(2):315-330.
APA Dai, YH.(2002).On the nonmonotone line search.JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS,112(2),315-330.
MLA Dai, YH."On the nonmonotone line search".JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS 112.2(2002):315-330.
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