Research Article

Robust Spectral Clustering via Low-Rank Sample Representation

Algorithm 1

The proposed algorithm.
Input: Data , clusters size c, parameter ,
Initialize:; ; ;  =  ; ;
While not converged do
(1) Update by equation (8);
(2) Update by equation (10);
(3) Update by equation (12);
(4) Update by equation (14);
(5) Update by equation (21);
(6) Update by equation (22);
   
   
   
(11) Update by
(12) Check the convergence conditions:
     , and
Output: