Lightweight and Explainable Early Ransomware Detection Using Dynamic API‐Call Features and Ensemble Machine Learning

ABSTRACT Ransomware is one of the most disruptive cyber‐attacks as it can quickly encrypt files and cause economic and operational harm. Early detection refers to API call behavior collected during the first execution window before the ransomware initiates the encryption loop. Conventional detection...

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Κύριοι συγγραφείς:	Zain ul Abideen Khan, Muhammad Abid Mughal, Muhammad Usman Hashmi, Raheem Sarwar, Irfan ul Haq
Μορφή:	Artigo
Γλώσσα:	Inglês
Έκδοση:	Wiley 2026-04-01
Σειρά:	Engineering Reports
Θέματα:	API‐call features early detection explainability LightGBM machine learning ransomware detection
Διαθέσιμο Online:	https://doi.org/10.1002/eng2.70734
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