Localization and Detection of Multiple Attacks in Wireless Sensor Networks Using Artificial Neural Network

Table 12

Comparison performance of machine learning models using the CICIDS2017 benchmark dataset.

Classifier	ML models results				Hybrid PTE-BO ML model results
	Accuracy	Precision	Recall	F1-score	Accuracy	Precision	Recall	F1-score
XGBoost	99.82	99.82	99.82	99.80	99.82	99.86	99.82	99.83
Ensemble stacking	99.82	99.91	99.82	99.85	99.82	99.91	99.82	99.85
Random forest	99.77	99.77	99.77	99.75	99.82	99.82	99.82	99.80
Decision tree	99.77	99.77	99.77	99.75	99.82	99.91	99.82	99.85
Extra tree	99.82	99.82	99.82	99.80	99.82	99.80	99.82	99.80