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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Detalhes bibliográficos
Main Authors: Thi-Thu-Huong Le, Haeyoung Kim, Hyoeun Kang, Howon Kim
Formato: Artigo
Idioma:English
Publicado em: MDPI AG 2022-02-01
Colecção:Sensors
Assuntos:
Acesso em linha:https://www.mdpi.com/1424-8220/22/3/1154