Feature Entropy Estimation (FEE) for Malicious IoT Traffic and Detection Using Machine Learning

Table 6

Comparative performance evaluation.

	OS-ELM [12]	ELM [30]	Ours	XGBoost [30]	CART [31]	ANN [32]	Ours	SVM [15]	Ours
	NSL-KDD			UNSW-NB15				CCIDS2017
Accuracy	96.54	94.45	97.48	88	88	84	99.96	98.03	99.93
Training time (in sec)	—	∼600	∼50	—	∼6	—	∼2	∼16	∼4