Intrusion Detection

20 benchmarks800 papers

Intrusion Detection is the process of dynamically monitoring events occurring in a computer system or network, analyzing them for signs of possible incidents and often interdicting the unauthorized access. This is typically accomplished by automatically collecting information from a variety of systems and network sources, and then analyzing the information for possible security problems.

<span class="description-source">Source: Machine Learning Techniques for Intrusion Detection </span>

Benchmarks

Intrusion Detection on CICIDS2017

Avg F1 Precision Recall Accuracy (%)F1 Score (Macro Avg)Precision (Macro Avg)Recall (Macro Avg)

Intrusion Detection on UNSW-NB15

Accuracy Precision Recall AUC

Intrusion Detection on CIC-DDoS

Intrusion Detection on CIC-DoS

Intrusion Detection on KDD

Intrusion Detection on NB15-Backdoor

AUC Average Precision

Intrusion Detection on SIDD-Image

Intrusion Detection on 20NewsGroups

Actions Top-1 (S2)

Intrusion Detection on ToN_IoT

Average Class Accuracy

Intrusion Detection on ^(#$!@#$)(()))******