Situation-Aware Malware Detection on Windows OS Based on Environmental Information

A novel situation-aware malware detection framework is introduced, integrating machine learning models with environmental information to enhance detection capabilities, achieving significant improvements in accuracy, precision, and recall, outperforming traditional methods.