A Big Data Framework for Scalable and Cross-Dataset Capable Machine Learning in Network Intrusion Detection Systems

Network Intrusion Detection Systems (NIDS) are widely used to secure modern networks, but deploying accurate and scalable Machine Learning (ML)-based detection in high-speed environments remains challenging. Traditional approaches often fail to generalize across different network environments, leadi...

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Bibliographic Details
Main Authors: Vinicius M. de Oliveira, Henrique M. de Oliveira, Gabriel M. Santos, Jhonatan Geremias, Eduardo K. Viegas
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11082153/
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