Research Article

Capped -Norm Proximal Support Vector Machine

Algorithm 1

CPSVM solving algorithm.
Input: Training input data matrix , , maximum iteration number , and parameter .
Process:
(1)Initialize iteration number , .
(2)Repeat
  Compute and by (18), ;
  Compute and by solving , ;
  Set ;
Until reaching maximum iteration number or convergence.
Output: and .
Predict: Assign the class of according to (11).