Wira Zanoramy et al. 2024. Ransomware Early Detection using Machine Learning Approach and Pre-Encryption Boundary Identification. Journal of Advanced Research in Applied Sciences and Engineering Technology. 47, 2 (Jun. 2024), 121–137. DOI:https://doi.org/10.37934/araset.47.2.121137.