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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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Detalles Bibliográficos
Autores principales: Le, Thi-Thu-Huong, Kim, Haeyoung, Kang, Hyoeun, Kim, Howon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840013/
https://www.ncbi.nlm.nih.gov/pubmed/35161899
http://dx.doi.org/10.3390/s22031154