HYBRID-CNN: An Efficient Scheme for Abnormal Flow Detection in the SDN-Based Smart Grid

Table 7

Attacks in the KDDCup 99 dataset.

Category	Training dataset	Testing dataset
DoS	Back, land, Neptune, pod, smurf, teardrop	Back, land, Neptune, pod, smurf, teardrop, mailbomb, processtable, udpstorm, apache2, worm
U2R	Buffer-overflow, loadmodule, perl, rootkit	Buffer-overflow, loadmodule, perl, rootkit, sqlattack, xterm, ps
R2L	fpt-write, guess-passwd, imap, multihop, phf, spy, warezclient, warezmaster	fpt-write, guess-passwd, imap, multihop, phf, spy, warezmaster, xlock, xsnoop, snmpguess, snmpgetattack, httptunnel, sendmail, named
Probe	ipsweep, nmap, portsweep, Satan	ipsweep, nmap, portsweep, Satan, mscan, saint