Open access
Jul 2026
Machine learning-based validation of an integrated cybersecurity risk framework for supply chain auditing
The findings show that the integrated ML-based risk framework achieved strong classification performance, with accuracy and consistency primarily reflect the internal consistency of the constructed cybersecurity risk framework rather than direct prediction of real-world cyber incidents.
Hossam Hassan, Rehab Hashem, Ahmad A. Abu-Musa
· Future Business Journal · 0 citations