Research Article

A Novel Reformed Reduced Kernel Extreme Learning Machine with RELIEF-F for Classification

Algorithm 4

The process of Correlation Detection Selection method.
Require: Training input data matrix , and the threshold of CDS .
Ensure: the filtered memory .
  Initial Part:
(1)Sort training samples by class;
(2)Set the threshold of CDS as ;
(3)Set the initial filter memory ; The Selecting Part:
(4)fordo
(5)  Calculate the average value of correlation (AC) between and ;
(6)  ifthen
(7)   ;
(8)  else
(9)     =  .
(10)  end if
(11)end for
(12)return