Effective Anomaly Detection Using Deep Learning in IoT Systems

Table 2

Statistics of the integrated multiclass dataset.

Class\dataset	D1	D2	D3	D4	D5	Integrated
Normal	496	9,171	10,000	0	0	19,667
Mirai	18,623	0	0	4,000	0	22,623
Scanning	2,699	40,000	0	0	0	42,699
DDoS TCP	0	20,000	0	0	5,556	25,556
DDoS UDP	0	20,000	0	0	0	20,000
DoS HTTP	0	20,000	0	0	0	20,000
DoS TCP	0	20,000	0	0	0	20,000
DoS UDP	0	20,000	0	0	0	20,000
Xbash	0	0	0	22,665	0	22,665
Total instances	21,818	149,171	10,000	26,665	5,556	213,210