Examining windows file system irp operations with machine learning for ransomware detection

B Xu, S Wang - 2024 - researchsquare.com
This study introduces an innovative approach to ransomware detection on Windows
operating systems by leveraging Generative Adversarial Networks (GANs) to analyze file …

NTFS+: An Enhanced NTFS File System Against Ransomware Invasions

Y Gu, Q Kang - 2023 - researchsquare.com
Ransomware poses a significant threat to digital security, evolving rapidly with sophisticated
encryption and data exfiltration tactics. This study introduces NTFS+, an enhanced version of …

Ransomware Detection with a 2-Tier Machine Learning Approach Using a Novel Clustering Algorithm

R Zhang, Y Liu - 2024 - researchsquare.com
Ransomware poses a significant threat to cybersecurity, causing extensive financial and
operational damage by encrypting critical data and demanding ransom for its release. The …