Proximity Operator:
Combettes P L, Wajs V R. Signal recovery by proximal forward-backward splitting[J]. Multiscale Modeling & Simulation, 2005, 4(4): 1168-1200.
这篇文章可以着重看前两个section
搞清楚subdifferential和proximity operator的概念
(subdifferential很重要!要是看paper看不懂,可以结合wikipedia帮助理解。wikipedia写得比较简单,但易懂。proximity operator上面的文章差不多就够了,但我之前看过一个非常直觉的解释,可以很好地加深理解,等我找到补上来)
Forward-Backward Splitting Algorithm:
Goldstein T, Studer C, Baraniuk R. A field guide to forward-backward splitting with a FASTA implementation[J]. arXiv preprint arXiv:1411.3406, 2014.
这篇文章非常棒,对FBSA算法有个非常直观的解释: