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An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches
Dai, YH; Martinez, JM; Yuan, JY
2003-06-01
发表期刊NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS
ISSN1070-5325
卷号10期号:4页码:323-334
摘要The search direction in unconstrained minimization algorithms for large-scale problems is usually computed as an iterate of the preconditioned) conjugate gradient method applied to the minimization of a local quadratic model. In line-search procedures this direction is required to satisfy an angle condition that says that the angle between the negative gradient at the current point and the direction is bounded away from pi/2. In this paper, it is shown that the angle between conjugate gradient iterates and the negative gradient strictly increases as far as the conjugate gradient algorithm proceeds. There is fore, the interruption of the conjugate gradient sub-algorithm when the angle condition does not hold is theoretically justified. Copyright (C) 2002 John Wiley Sons, Ltd.
关键词conjugate gradients unconstrained minimization truncated Newton methods truncated quasi-Newton methods large scale problems
DOI10.1002/nla.305
语种英语
WOS研究方向Mathematics
WOS类目Mathematics, Applied ; Mathematics
WOS记录号WOS:000183463200003
出版者JOHN WILEY & SONS LTD
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文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/18810
专题计算数学与科学工程计算研究所
通讯作者Yuan, JY
作者单位1.Univ Fed Parana, Dept Math, Ctr Politecn, BR-81531990 Curitiba, Parana, Brazil
2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, Beijing 100080, Peoples R China
3.Univ Estadual Campinas, IMECC, Dept Math Appl, BR-13081970 Campinas, SP, Brazil
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Dai, YH,Martinez, JM,Yuan, JY. An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches[J]. NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS,2003,10(4):323-334.
APA Dai, YH,Martinez, JM,&Yuan, JY.(2003).An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches.NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS,10(4),323-334.
MLA Dai, YH,et al."An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches".NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS 10.4(2003):323-334.
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