Research Article

A Hybrid Swarm Intelligence Algorithm for Intrusion Detection Using Significant Features

Table 2

Sample size in 10% KDDCUP dataset.

Category of attackAttack name

NormalNormal (97277)

DoSNeptune (107201), Smurf (280790), Pod (264), Teardrop (979), Land (), Back (2203)

ProbePortsweep (1040), IPsweep (1247), Nmap (231), Satan (1589)

U2RBufferoverflow (), LoadModule (), Perl (), Rootkit ()

R2LGuesspassword (53), Ftpwrite (), Imap (), Phf (), Multihop (), Warezmaster (), Warezclient (1020)