Fine-Tuning CNN-BiGRU for Intrusion Detection with SMOTE Optimization Using Optuna

Network security faces a significant challenge in developing effective models for intrusion detection within network systems. Network Intrusion Detection Systems (NIDS) are vital for protecting network traffic and preempting potential attacks by identifying signatures and rule violations. This resea...

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Bibliographic Details

Published in:	Salud, Ciencia y Tecnología - Serie de Conferencias Vol. 3; no. 3; p. 968
Main Authors:	BENCHAMA, Asmaa, ZEBBARA, Khalid
Format:	Journal Article
Language:	English
Published:	2024
Subjects:	BIGRU CNN Hyper NIDS NSLKDD Parameters Optimizer Smote
ISSN:	2953-4860
Online Access:	Get full text
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