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Advances, Systems and Applications

Table 2 The concept and number of each attack type

From: A Transformer-based network intrusion detection approach for cloud security

Attack Type

Attack Description

Number of Attack

Benign

Normal.

10856019

Botnet

By infecting a large number of hosts with bot program viruses, a one-to-many control network is formed between the controller and the infected hosts.

144535

Infiltration

Exploit an application vulnerability to execute a backdoor on the victim’s computer, using the victim’s computer to scan the internal network and carry out an attack on other computers.

144336

DDoS Attack

Multiple distributed servers are used to send requests to the target, resulting in responses that affect correct and legitimate requests.

775955

DoS Attack

Attackers overload the system by carrying out a large number of attacks in a short period of time, making legitimate requests unresponsive.

196631

Web Attack

Web programs scan websites for attacks on vulnerable sites, such as SQL injection.

94101

Brute-force Attack

A common form of attack that uses programs to crack passwords by brute force, often to gain unauthorized access.

884