From: Performance analysis of machine learning models for intrusion detection system using Gini Impurity-based Weighted Random Forest (GIWRF) feature selection technique
Proposed by
ML methods used for IDS
Accuracy (%)
Recall/detection rate (DR) (%)
F1 score (%)
Moustafa (2021)
RF
99.98
99.99
99.97
Proposed Approach
GIWRF-DT
99.90
99.87
99.85