DL-IDS: Extracting Features Using CNN-LSTM Hybrid Network for Intrusion Detection System

Table 8

CNN and LSTM models versus traditional machine learning algorithms.

	ACC (%)	TPR (%)	FPR (%)	F1-score (%)
MultinomialNB	72.52	78.20	33.16	52.06
Random Forest	96.08	95.47	3.30	76.71
J48	97.32	96.80	2.17	91.43
Logistic Regression	97.68	94.96	1.47	90.55
DL-IDS	98.67	97.21	0.47	93.32