Convolutional Neural Network-Based Discriminator for Outlier Detection

Algorithm 1

Creating dataset for training the proposed discriminator.

(1)	:  Input: a dataset of genuine instances , number of classes
(2)	:   for every instance in do:
(3)	:    for every class value c do:
(4)	:     ifdo:
(5)	:      insert the instance , in
(6)	:     else:
(7)	:      insert the instance in
(8)	:    end for//every class
(9)	:   end for//every instance
(10)	:   Replicate every instance of the form times
(11)	:  Output