Research Article

An Inexact Penalty Decomposition Method for Sparse Optimization

Algorithm 1

: The PD method [22].
Input:, , ;
Output:;
(1)initialization , ;
(2)repeat
(3);
(4)repeat
(5)  ;
(6)  ;
(7)  ;
(8)until
(9);
(10);
(11);
(12);
(13)until some termination conditions reach
(14);