Research Article

Application of a New Feature Generation Algorithm in Intrusion Detection System

Algorithm 2 mgfg method for discrete feature columns.
(i)Input://Discrete feature columns
(ii)m: the number of discrete feature columns
(iii)Catboost_encoders: Converts the discrete attributes of the Q class to continuous feature
(iv)for i = 1 to m do
(v)fi_col = Catboost_encoders(fi)
(vi)F.append (fi_col)
(vii)end
(viii) Output: //Feature columns with different granularity.