CNID: Research of Network Intrusion Detection Based on Convolutional Neural Network

Table 4

KDD-CUP 99 experiment result.

Metric	DNN [40]	LSTM-RNN [40]	GRU-RNN [40]	DBN [40]	KNN [41]	CNNA [42]	CNID (this paper) (%)
Accuracy	91.43	93.28	92.41	95.00	94.35%	92.18%	98.02
Precision	97.60	97.55	97.29	97.42	93.55%	90.95%	99.98
Recall	91.43	93.87	93.02	96.24	—	—	99.81
F1-Score	94.41	95.68	95.10	96.82	—	—	99.89
FAR	8.61	6.99	7.92	3.24	2.34%	0.97%	0.02