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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