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Author

A. Cvetkovic

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Open access 2026

A Comparative Analysis of Static Feature Extraction Techniques for PE File Malware Detection using LightGBM and Gradient Boosting Variants

Efficiency of traditional signature-based detection has been severely diminished due to the exponential growth of sophisticated malware. For this reason, the cybersecurity industry has pivoted toward Machine Learning (ML) solutions. This paper presents a comprehensive comparative analysis of machine learning models for...

A. Cvetkovic, Snježana Stanišić, S. Adamovic · 0 citations
Review Open access 2025

A Systematic Review and Comparative Analysis of Malware Detection Techniques

The increasing sophistication and volume of malware pose a persistent and evolving threat to cybersecurity. The research paper systematically examines and compares various malware detection techniques, including traditional methods such as signature, heuristic, and anomaly detection, and more advanced methods such as b...

A. Cvetkovic, S. Adamovic, Marko Šarac · 0 citations

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