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Research on data imbalance in intrusion detection using CGAN

To address the problems of attack category omission and poor generalization ability of traditional Intrusion Detection System (IDS) when processing unbalanced input data, an intrusion detection strategy based on conditional Generative Adversarial Networks (cGAN) is proposed. The cGAN generates attac...

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Detalles Bibliográficos
Autores principales: Zhao, Guangyu, Liu, Peng, Sun, Ke, Yang, Yang, Lan, Tianyu, Yang, Han
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10564237/
https://www.ncbi.nlm.nih.gov/pubmed/37815992
http://dx.doi.org/10.1371/journal.pone.0291750