Table 2. List of attacks for testing dataset.

Name of category	Name of attacks
DoS	Apache2, back, land, mailbomb, Neptune, pod, processtable, smurf, teardrop
Proble	ipsweep, mscan, nmap, portsweep, saint, satan
R2L	ftpwrite, guespasswd, httptunnel, imap, multihop, named, phf, sendmail, snmpgetattack, warezmaster, xlock, xsnoop
U2R	bufferiverflow, loadmodule, perl, ps, rootkit, snmpguess, sqlattack, worm, xterm