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Table 10 Comparison between existing methods and our proposed approach for Network TON_IoT

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