KMS Of Academy of mathematics and systems sciences, CAS
On relaxed greedy randomized Kaczmarz methods for solving large sparse linear systems | |
Bai, Zhong-Zhi1; Wu, Wen-Ting | |
2018-09-01 | |
发表期刊 | APPLIED MATHEMATICS LETTERS |
ISSN | 0893-9659 |
卷号 | 83页码:21-26 |
摘要 | For solving large sparse systems of linear equations by iteration methods, we further generalize the greedy randomized Kaczmarz method by introducing a relaxation parameter in the involved probability criterion, obtaining a class of relaxed greedy randomized Kaczmarz methods. We prove the convergence of these methods when the linear system is consistent, and show that these methods can be more efficient than the greedy randomized Kaczmarz method if the relaxation parameter is chosen appropriately. (C) 2018 Elsevier Ltd. All rights reserved. |
关键词 | System of linear equations Kaczmarz method Randomized iteration Relaxation Convergence property |
DOI | 10.1016/j.aml.2018.03.008 |
语种 | 英语 |
资助项目 | National Natural Science Foundation, P.R. China[11671393] |
WOS研究方向 | Mathematics |
WOS类目 | Mathematics, Applied |
WOS记录号 | WOS:000432512900004 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/30394 |
专题 | 计算数学与科学工程计算研究所 |
通讯作者 | Bai, Zhong-Zhi |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci Engn Comp, POB 2719, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Bai, Zhong-Zhi,Wu, Wen-Ting. On relaxed greedy randomized Kaczmarz methods for solving large sparse linear systems[J]. APPLIED MATHEMATICS LETTERS,2018,83:21-26. |
APA | Bai, Zhong-Zhi,&Wu, Wen-Ting.(2018).On relaxed greedy randomized Kaczmarz methods for solving large sparse linear systems.APPLIED MATHEMATICS LETTERS,83,21-26. |
MLA | Bai, Zhong-Zhi,et al."On relaxed greedy randomized Kaczmarz methods for solving large sparse linear systems".APPLIED MATHEMATICS LETTERS 83(2018):21-26. |
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