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Accelerated Mann and CQ algorithms for finding a fixed point of a nonexpansive mapping
Dong,Qiao-Li1,2; Yuan,Han-bo1
2015-07-22
Source PublicationFixed Point Theory and Applications
ISSN1687-1812
Volume2015Issue:1
AbstractAbstractThe purpose of this paper is to present accelerations of the Mann and CQ algorithms. We first apply the Picard algorithm to the smooth convex minimization problem and point out that the Picard algorithm is the steepest descent method for solving the minimization problem. Next, we provide the accelerated Picard algorithm by using the ideas of conjugate gradient methods that accelerate the steepest descent method. Then, based on the accelerated Picard algorithm, we present accelerations of the Mann and CQ algorithms. Under certain assumptions, we show that the new algorithms converge to a fixed point of a nonexpansive mapping. Finally, we show the efficiency of the accelerated Mann algorithm by numerically comparing with the Mann algorithm. A numerical example is provided to illustrate that the acceleration of the CQ algorithm is ineffective.
Keywordnonexpansive mapping convex minimization problem Picard algorithm Mann algorithm CQ algorithm conjugate gradient method steepest descent method
DOI10.1186/s13663-015-0374-6
Language英语
WOS IDBMC:10.1186/s13663-015-0374-6
PublisherSpringer International Publishing
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/339
Collection中国科学院数学与系统科学研究院
Corresponding AuthorDong,Qiao-Li
Affiliation1.Civil Aviation University of China; College of Science
2.Civil Aviation University of China; Tianjin Key Lab for Advanced Signal Processing
Recommended Citation
GB/T 7714
Dong,Qiao-Li,Yuan,Han-bo. Accelerated Mann and CQ algorithms for finding a fixed point of a nonexpansive mapping[J]. Fixed Point Theory and Applications,2015,2015(1).
APA Dong,Qiao-Li,&Yuan,Han-bo.(2015).Accelerated Mann and CQ algorithms for finding a fixed point of a nonexpansive mapping.Fixed Point Theory and Applications,2015(1).
MLA Dong,Qiao-Li,et al."Accelerated Mann and CQ algorithms for finding a fixed point of a nonexpansive mapping".Fixed Point Theory and Applications 2015.1(2015).
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