[Retracted] Research on DoS Traffic Detection Model Based on Random Forest and Multilayer Perceptron
Table 2
Datasets description.
CICIDS2017
Label
Attack type
Characterization
Number
0
Benign
Natural transaction data, that is, normal behavior data
2358036
1
DoS GoldenEye
GoldenEye is a Layer 7 denial of service testing tool developed in Python
10293
2
DoS Hulk
HULK is a denial of service attack tool for the web. It is capable of generating many single spoofed flows on a web server that can bypass the engine’s cache and therefore attack the server’s resource pool directly [23]
231073
3
DoS SlowHTTPTest
SlowHTTPTest is a Slow HTTP DoS attack tool that relies on the actual HTTP protocol, which requires all requests from the server to be fully received before they can be processed
5499
4
DoS SlowLoris
SlowLoris is an attack via HTTP denial of service, which affects threaded servers, thus causing the server thread pool to be depleted and the server to be unable to reply to other servers
5796
5
Heartbleed
The attacker inserts malicious information into the memory of the cryptographic library Open SSL via the Open SSL protocol, allowing the attacker to gain unauthorized access to useful information
11
UNSW-NB15
Label
Attack type
Characterization
Training
Testing
0
Normal
Natural transaction data
56000
37000
1
DoS
Denying users access to network resources or servers, typically by temporarily disconnecting or suspending service to an Internet host
