Malware Family Classification
- Implemented Kernel Subspace Method (KSM) for malware classification based on representative digital images. [code] [paper]
- Results published in IEEE access.
Malware Spoofing (Binary)
- Developed a method based on Kernel Constrained Subspace Method (KCSM) and Random Fourier Features (RFF). [code] [paper]
- Tackled malware spoofing task, distinguishing between malware and Benign (safe) files.
- Results published in MVA2023.
Malware Visualization (Behavior)
- Proposed novel visualization framework (OSA_KDS) for understanding malware behavior. [code] [paper]
- Framework implemented using Occlusion Sensitivity Analysis and Kernel Difference Subspace.
- Provided insights into malware features, aiding in reverse-engineering and cybersecurity analysis.
- Results published on IEEE access.
