Artificial Intelligence-Based Security Protocols to Resist Attacks in Internet of Things

Table 3

Dataset traffic distributions.

Traffic label	Description/characteristic	Training record	Testing record
Worm	Intruder replicates itself to spread to other computers	130	44
Shellcodes	A small part of the code utilized as the payload in the exploitation of software vulnerability	1133	378
Backdoors	A method in which a system security is bypassed stealthily to access a computer or its data.	1746	583
Analyses	It includes various attacks of port scan, spam, and html file penetrations	2000	677
Reconnaissance	Contains all strikes that can simulate attacks that collect data	10491	3496
DoS	A malicious effort to make a network or server resource unavailable to users, usually by temporarily suspending or interrupting the host’s services connected to the Internet	12264	4089
Fuzzer	Attempting to cause a network or program suspended by feeding it the randomly generated data	18184	6062
Exploit	The attacker knows of a security issue within an OS or a part of software and leverages that knowledge by exploiting the vulnerability	33393	11132
Generics	A method works against each block cipher, without considering about the block-cipher structure	40000	18871
Normal	Natural transaction data	56000	37000
Total		175341	82322