Classification and Explanation for Intrusion Detection System Based on Ensemble Trees and SHAP Method

In recent years, many methods for intrusion detection systems (IDS) have been designed and developed in the research community, which have achieved a perfect detection rate using IDS datasets. Deep neural networks (DNNs) are representative examples applied widely in IDS. However, DNN models are beco...

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Main Authors: Thi-Thu-Huong Le, Haeyoung Kim, Hyoeun Kang, Howon Kim
פורמט: Article
שפה:English
יצא לאור: MDPI AG 2022-02-01
סדרה:Sensors
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גישה מקוונת:https://www.mdpi.com/1424-8220/22/3/1154