IGRF-RFE: a hybrid feature selection method for MLP-based network intrusion detection on UNSW-NB15 dataset

Abstract The effectiveness of machine learning models can be significantly averse to redundant and irrelevant features present in the large dataset which can cause drastic performance degradation. This paper proposes IGRF-RFE: a hybrid feature selection method tasked for multi-class network anomalie...

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Bibliographic Details
Main Authors: Yuhua Yin, Julian Jang-Jaccard, Wen Xu, Amardeep Singh, Jinting Zhu, Fariza Sabrina, Jin Kwak
Format: Article
Language:English
Published: SpringerOpen 2023-02-01
Series:Journal of Big Data
Online Access:https://doi.org/10.1186/s40537-023-00694-8