Intrusion Detection System to Advance Internet of Things Infrastructure-Based Deep Learning Algorithms

Table 9

Comparison of the proposed and existing model results.

Algorithms	Precision	Sensitivity	Specificity	F1-score	Accuracy	Time (second)
SVM	55	-	-	37	40
Gaussian NB (Naïve bays)	55	-	-	62	73
LDA	71			62	70
Decision tree	85			88	88
Random forest	85			84	84
Ensemble	87			87	87
CNN	98.40	0.990	0.772	98.70	0.966	80
LSTM	98.0	0.997	0.716	98.90	0.982	160
CNN-LSTM	98.40	0.992	0.774	98.80	0.980	80