A Dual-Strategy Framework for Cyber Threat Detection in Imbalanced, High-Dimensional Data Across Heterogeneous Networks

A Dual-Strategy Framework for Cyber Threat Detection in Imbalanced, High-Dimensional Data Across Heterogeneous Networks

As cyber threats grow in complexity, ensuring robust network security has become increasingly critical. Intrusion Detection Systems (IDS) serve as a key defense mechanism, detecting potential threats and unauthorized activities that may evade traditional firewalls. Intrusion Detection Systems (IDS)...

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Bibliographic Details
Main Authors: T. Saranya, S. Indra Priyadharshini
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Intrusion detection system (IDS)
advanced data balancing technique
arithmetic optimization algorithm (AOA)
ensemble machine learning
genetic algorithm
hybrid feature selection
Online Access:https://ieeexplore.ieee.org/document/11048903/
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