Research Article

Intrusion Detection System Using the G-ABC with Deep Neural Network in Cloud Environment

Algorithm 4

Preprocessing.
(1)Apply preprocessing on DFILE
(2)Preprocessed DFILE = Replace (String with PDF (DFILE))
(3)Apply Normalization to scale data in same range
(4)Normalized Data = []//To store normalized data
(5)For I in range (Col)
(6) Selected Data = Preprocessed DFILE (I)
(7) Maximum = max (Selected Data)//Maximum value in DFILE
(8) Minimum = min (Selected Data)//Minimum value in DFILE
(9)If Maximum>1
(10)  For J in range (Selected Data, Row)
(11)   If Selected Data (J)==0
(12)    Normalized Data (J, I) = 0
(13)Else
(14)    Normalized Data (J, I)=(Selected Data (J)-Minimum)/(Maximum-Minimum)
(15)  EndIf
(16)EndFor
(17)Else
(18)  For J in range (Selected Data, Row)
(19)   Normalized Data (J, I) = Selected Data (J)
(20)  EndFor
(21)EndIf
(22)EndFor