Network Intrusion Detection Based on Sparse Autoencoder and IGA-BP Network

Table 6

The comparison result of FA (%).

Methods	G1	G2	G3	G4	G5
BPNN [31]	6.2	5.7	5.21	4.87	5.05
PCA-PSO-BP [8]	5.6	5.5	5.12	5.27	5.2
PCA-ANN [6]	9.35	8.7	8.9	8.57	8.35
KPCA-SVM [9]	8.1	7.9	8.2	7.45	6.8
RNN [32]	2.4	1.6	1.71	1.65	1.53
DBN [33]	3.31	3.1	3.22	2.9	2.85
CNN-WDLSTM [34]	2.7	1.82	1.53	1.44	1.19
Proposed	1.03	0.98	1.01	0.87	0.75