A Hybrid Swarm Intelligence Algorithm for Intrusion Detection Using Significant Features

Table 5

List of features selected using SFSM methods.

Dataset	Selected features	Number of features
DoS + 10% normal	24, 32, 41, 28, 40, 27, 34, 35, 5, 17, 21, 4, 39, 11, 9, 7, 14, 1, 30, 6	20
Probe + 10% normal	11, 1, 15, 26, 10, 4, 21, 18, 19, 25, 39, 31, 7, 35, 28	15
R2L + 10% normal	16, 26, 30, 3, 7, 21, 6, 14, 12, 35, 32, 18, 38, 17, 41, 10, 31	17
U2R + 10% normal	27, 40, 26, 1, 34, 41, 7, 18, 28, 3, 20, 37, 11	13