From: Resampling imbalanced data for network intrusion detection datasets
NB17-Danmini | Number of cases for training model | ||||
---|---|---|---|---|---|
Category | Label | Before resampling | RU | RO | RURO |
Benign | 0 | 34,474 | 34,474 | 34,474 | 34,474 |
Mirai_ack | 1 | 71,551 | 34,474 | 71,551 | 34,474 |
Mirai_scan | 2 | 75,375 | 34,474 | 75,375 | 34,474 |
Mirai_syn | 3 | 85,704 | 34,474 | 85,704 | 34,474 |
Mirai_udp | 4 | 166,466 | 34,474 | 166,466 | 34,474 |
Mirai_udpplain | 5 | 57,708 | 34,474 | 57,708 | 34,474 |
Gafgyt_combo | 6 | 41,821 | 34,474 | 41,821 | 34,474 |
Gafgyt_junk | 7 | 20,254 | 20,254 | 34,474 | 34,474 |
Gafgyt_scan | 8 | 20,931 | 20,931 | 34,474 | 34,474 |
Gafgyt_tcp | 9 | 64,280 | 34,474 | 64,280 | 34,474 |
Gafgyt_udp | 10 | 74,244 | 34,474 | 74,244 | 34,474 |