Obfuscated Tor Traffic Identification Based on Sliding Window

Table 8

Test results of models.

	Precision				Recall				F1-Score
	Meek	Obfs4	FTE	Normal	Meek	Obfs4	FTE	Normal	Meek	Obfs4	FTE	Normal
XGBoost	0.9886	0.9741	0.9839	0.9976	0.9988	0.9963	0.9840	0.9814	0.9937	0.9851	0.9839	0.9894
GBDT	0.9758	0.9604	0.9795	0.9850	0.9944	0.9895	0.9650	0.9704	0.9850	0.9747	0.9722	0.9776
RF	0.9951	0.9761	0.9886	0.9960	0.9989	0.9942	0.9821	0.9866	0.9970	0.9851	0.9853	0.9913
CART	0.9218	0.9586	0.9011	0.9209	0.9568	0.9536	0.9094	0.8925	0.9390	0.9561	0.9052	0.9065
KNN	0.9882	0.9308	0.9826	0.9904	0.9912	0.9887	0.9707	0.9605	0.9897	0.9589	0.9766	0.9752
Logistic	0.8951	0.7729	0.6172	0.6620	0.9390	0.8238	0.4923	0.7164	0.9165	0.7975	0.5477	0.6881
SVM	0.9884	0.672	0.898	0.7447	0.8544	0.7946	0.6745	0.9473	0.9165	0.7282	0.7704	0.8339