From: Intrusion detection systems using long short-term memory (LSTM)
Attack type | Number of instances |
---|---|
SMURF(DOS) | 2,807,886 |
NEPTUNE(DOS) | 1,072,017 |
Back (DOS) | 2,203 |
POD (DOS) | 264 |
Teardrop (DOS) | 979 |
Buffer overflow (U2R) | 30 |
Load module (U2R) | 9 |
PERL (U2R) | 3 |
Rootkit (U2R) | 10 |
FTP write (R2L) | 8 |
Guess password (R2L) | 53 |
IMAP(R2L) | 12 |
MulitHop (R2L) | 7 |
PHF (R2L) | 4 |
SPY (R2L) | 2 |
Warez client (R2L) | 1,02 |
Warez master (R2L) | 20 |
IPSWEEP (PROBE) | 12,481 |
NMAP (PROBE) | 2,316 |
PORTSWEEP(PROBE) | 10,413 |
SATAN (PROBE) | 15,892 |
Normal | 972,781 |