KMS Of Academy of mathematics and systems sciences, CAS
On the nonmonotone line search | |
Dai, YH![]() | |
2002-02-01 | |
发表期刊 | JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS
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ISSN | 0022-3239 |
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 |
引用统计 | |
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 |
推荐引用方式 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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