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

Table 8

The accuracy result of various intrusion types (%).

Methods	Normal	DoS	Probe	R2L	U2R
BPNN [31]	96.24	97.51	91.18	23.22	64.28
PCA-PSO-BP [8]	97.21	98.52	92.14	26.52	65.44
PCA-ANN [6]	96.52	97.07	91.13	27.63	68.63
KPCA-SVM [9]	98.56	98.51	93.11	26.72	71.28
RNN [32]	98.73	98.69	93.26	28.71	73.51
DBN [33]	99.03	98.71	94.22	32.56	75.97
CNN-WDLSTM [34]	99.12	98.97	99.10	54.25	78.64
Proposed	99.51	99.27	99.38	61.21	81.94