The Forward-Backward Algorithm and the Normal Problem

被引:7
|
作者
Moursi, Walaa M. [1 ,2 ]
机构
[1] Stanford Univ, Elect Engn, Stanford, CA 94305 USA
[2] Mansoura Univ, Dept Math, Fac Sci, Mansoura 35516, Egypt
关键词
Attouch-Thera duality; Firmly nonexpansive mapping; Fixed point; Forward-backward splitting operator; Normal problem; MAXIMALLY MONOTONE-OPERATORS; SIGNAL RECOVERY; SUM; INCLUSIONS; PARAMONOTONICITY; DECOMPOSITION; CONVERGENCE; MAPPINGS; DUALITY; SPACE;
D O I
10.1007/s10957-017-1113-4
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The forward-backward splitting technique is a popular method for solving monotone inclusions that have applications in optimization. In this paper, we explore the behaviour of the algorithm when the inclusion problem has no solution. We present a new formula to define the normal solutions using the forward-backward operator. We also provide a formula for the range of the displacement map of the forward-backward operator. Several examples illustrate our theory.
引用
收藏
页码:605 / 624
页数:20
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