Journal of Cloud Computing

Advances, Systems and Applications

Table 2 List of attacks and their classes

From: Intelligent intrusion detection framework for multi-clouds – IoT environment using swarm-based deep learning classifier

Datasets	Attacks classes
NF-BoTIoT	Benign	13859
	DDoS	56844
	DoS	56833
	Reconnaissance	470655
	Theft	1909
NF-ToNIoT	Benign	270279
	Backdoor	17247
	DDoS	326345
	DoS	17717
	Injection	468539
	Mitm	1295
	password	156299
	Ransomware	142
	Xss	99944
	Scanning	21467
NF-UNSWNB15	Analysis	1995
	Backdoor	1782
	benign	1550712
	DoS	5051
	Exploits	24736
	Fuzzers	19463
	Reconnaissance	12291
	shellcode	1365
	Worms	153
	Generic	5570
NF-CSE CI-CIDS2018	Benign	7373198
	Bot	15683
	Brute force web	2613
	Brute force XSS	1745
	DDoS attack HOIC	230
	DDoS attack LOIC UDP	1667
	DDoS attacks LOIC HTTP	378199
	DDoS attacks Golden Eye	32850
	DDoS attacks hulk	108136
	DDoS attacks slow HTTP test	105550
	DoS attacks slowloris	22825
	FTP bruteforce	193360
	Infiltration	62072
	SQL injection	36
	SSH bruteforce	94237

Back to article page