A two-stage intrusion detection method based on light gradient boosting machine and autoencoder

A two-stage intrusion detection method based on light gradient boosting machine and autoencoder

Intrusion detection systems can detect potential attacks and raise alerts on time. However, dimensionality curses and zero-day attacks pose challenges to intrusion detection systems. From a data perspective, the dimensionality curse leads to the low efficiency of intrusion detection systems. From th...

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Bibliographic Details
Main Authors: Hao Zhang, Lina Ge, Guifen Zhang, Jingwei Fan, Denghui Li, Chenyang Xu
Format: Article
Language:English
Published: AIMS Press 2023-02-01
Series:Mathematical Biosciences and Engineering
Subjects:
cybersecurity
feature selection
focal loss
intrusion detection systems
machine learning
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2023301?viewType=HTML

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https://www.aimspress.com/article/doi/10.3934/mbe.2023301?viewType=HTML

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