Network intrusion detection method based on VAE-CWGAN and fusion of statistical importance of feature

Network intrusion detection method based on VAE-CWGAN and fusion of statistical importance of feature

Considering the problems of traditional intrusion detection methods limited by the class imbalance of datasets and the poor representation of selected features, a detection method based on VAE-CWGAN and fusion of statistical importance of features was proposed.Firstly, data preprocessing was conduct...

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Bibliographic Details
Main Authors: Taotao LIU, Yu FU, Kun WANG, Xueyuan DUAN
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2024-02-01
Series:Tongxin xuebao
Subjects:
intrusion detection
network traffic
class imbalance
feature selection
fusion of statistical importance
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2024013/
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