Resampling imbalanced data for network intrusion detection datasets

Journal of Big Data

Table 37 Resampling of NB17-Ecobee

NB17-Ecobee		Number of cases for training model
Category	Label	Before resampling	RU	RO	RURO
Benign	0	9129	9129	21,308	21,308
Mirai_ack	1	79,362	21,308	79,362	21,308
Mirai_scan	2	30,348	21,308	30,348	21,308
Mirai_syn	3	81,682	21,308	81,682	21,308
Mirai_udp	4	105,884	21,308	105,884	21,308
Mirai_udpplain	5	61,216	21,308	61,216	21,308
Gafgyt_combo	6	37,065	21,308	37,065	21,308
Gafgyt_junk	7	21,308	21,308	21,308	21,308
Gafgyt_scan	8	19,420	19,420	21,308	21,308
Gafgyt_tcp	9	66,308	21,308	66,308	21,308
Gafgyt_udp	10	73,391	21,308	73,391	21,308