Journal of Big Data

Table 6 CICIDS2017 data

From: Cyberattack detection in wireless sensor networks using a hybrid feature reduction technique with AI and machine learning methods

Attack type	CICIDS2017-full feature set			CICIDS2017-reduced feature set
Attack type	Training	Validation	Testing	Training	Validation	Testing
Normal	44,238	1025	1025	25,241	1025	1025
Bot	1487	324	324	882	324	324
Brute Force	1666	233	233	637	233	233
DDoS	50,122	9330	9330	23,899	9330	9330
DoS Golden-Eye	7326	1655	1655	4636	1655	1655
DoS Hulk	7836	1669	1599	4222	1669	1599
FTP patator	6320	1250	1250	4002	1250	1250
Heart Bleed	9	3	4	3	3	4
Infilteration	28	6	7	16	6	7
PortScan	43,315	9066	9066	24,215	9066	9066
SQL	17	4	4	9	4	4
SSH Patator	4216	913	913	2450	913	913
XSS	615	96	96	263	96	96
DoS SlowHttpTest	4115	916	916	2215	916	916
DoS Slowloris	4156	916	869	2359	916	869
Total	175,466	27,406	27,291	95,049	27,406	27,291

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