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Table 2 Number of instances for each type of attack

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