Enhancing Intrusion Detection Systems with Dimensionality Reduction and Multi-Stacking Ensemble Techniques

Enhancing Intrusion Detection Systems with Dimensionality Reduction and Multi-Stacking Ensemble Techniques

The deployment of intrusion detection systems (IDSs) is essential for protecting network resources and infrastructure against malicious threats. Despite the wide use of various machine learning methods in IDSs, such systems often struggle to achieve optimal performance. The key challenges include th...

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Bibliographic Details
Main Authors: Ali Mohammed Alsaffar, Mostafa Nouri-Baygi, Hamed Zolbanin
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Algorithms
Subjects:
intrusion detection system
LogitBoost
ResNet
machine learning
stacking ensemble
Online Access:https://www.mdpi.com/1999-4893/17/12/550
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