An Effective Algorithm for Intrusion Detection Using Random Shapelet Forest

Table 4

The precision and recall values of five algorithms on KDD CUP 99 (%).

	1NN+DTW		NS		ST+CART		ST+SVM		IDRSF
	Prec.	Recall	Prec.	Recall	Prec.	Recall	Prec.	Recall	Prec.	Recall
Probing	82.7	75.2	69.5	71.4	81.7	83.2	91.1	80.4	90.9	87.5
DoS	91.9	86.3	88.2	84.0	98.5	90.2	98.9	94.6	99.9	97.6
U2R	7.5	7.1	11.1	4.2	18.3	15.1	29.6	14.4	48.5	14.0
R2L	26.2	15.9	27.7	3.8	48.8	12.8	65.3	12.2	77.5	13.2
Normal	59.2	87.4	46.2	75.8	63.3	92.5	76.0	92.3	75.7	99.4