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

Table 5

The comparison result of AC (%).

Methods	G1	G2	G3	G4	G5
BPNN [31]	94.5	92.7	95.12	95.57	93.35
PCA-PSO-BP [8]	90.6	89.5	90.12	91.27	90.44
PCA-ANN [6]	94.35	92.7	95.12	95.57	93.35
KPCA-SVM [9]	95.4	94.1	95.8	96.45	95.32
RNN [32]	97.1	95.6	97.21	97.1	96.51
DBN [33]	97.31	95.01	97.12	97.57	96.65
CNN-WDLSTM [34]	97.52	96.04	97.45	97.71	97.10
Proposed	97.68	97.26	97.72	98.27	97.25