OPTISTACK: A Hybrid Ensemble Learning and XAI-Based Approach for Malware Detection in Compressed Files

OPTISTACK: A Hybrid Ensemble Learning and XAI-Based Approach for Malware Detection in Compressed Files

The increasing reliance on compressed file formats for data storage and transmission has made them attractive vectors for malware propagation, as their structural complexity enables evasion of conventional detection mechanisms. Although entropy-based analysis has been widely applied in executable ma...

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Bibliographic Details
Main Authors: Khaled Mahmud Sujon, Rohayanti Binti Hassan, M. Abdullah-Al-Wadud, Jia Uddin
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Malware detection
compressed files
entropy-based analysis
explainable AI
ensemble learning
Online Access:https://ieeexplore.ieee.org/document/11036813/
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https://ieeexplore.ieee.org/document/11036813/

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