Table 28 Resampling of UNSW-NB18 (BoT-IoT)
From: Resampling imbalanced data for network intrusion detection datasets
UNSW-NB18 | Number of cases for training model | ||||
|---|---|---|---|---|---|
Category | Label | Before resampling | RU | RO | RURO |
Normal | 0 | 345 | 345 | 12,617 | 12,617 |
Data_Exfiltration | 1 | 4 | 4 | 12,617 | 12,617 |
HTTP | 2 | 1732 | 1732 | 12,617 | 12,617 |
Keylogging | 3 | 50 | 50 | 12,617 | 12,617 |
OS_Fingerprint | 4 | 12,617 | 12,617 | 12,617 | 12,617 |
Service_Scan | 5 | 51,134 | 51,134 | 51,134 | 51,134 |
TCP | 6 | 1,115,760 | 51,134 | 1,115,760 | 51,134 |
UDP | 7 | 1,386,323 | 51,134 | 1,386,323 | 51,134 |