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Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection

The KDD CUP 1999 intrusion detection dataset was introduced at the third international knowledge discovery and data mining tools competition, and it has been widely used for many studies. The attack types of KDD CUP 1999 dataset are divided into four categories: user to root (U2R), remote to local (...

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Detalles Bibliográficos
Autores principales: Seo, Jae-Hyun, Kim, Yong-Hyuk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6236522/
https://www.ncbi.nlm.nih.gov/pubmed/30515202
http://dx.doi.org/10.1155/2018/9704672