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...