Deep Autoencoders and Feedforward Networks Based on a New Regularization for Anomaly Detection

Table 1

Attack classes based on different attack types.

Attack class	Attack types
Dos	Back, land, Neptune, pod, smurf, teardrop, mailbomb, pro-cesstable, udpstorm, Apache2, worm
Probe	Psweep, nmap, portsweep, Satan, mscan, saint
U2R	Buffer-overflow, loadmodule, perl, rootkit, sqlattack, xterm,
ps
R2L	Fpt-write, guess-passwd, imap, multihop, phf, spy, warez-master, xlock, xsnoop, snmpguess, snmpgetattack, httptun- nel, sendmail, named