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Muhammed Samancı

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Open access Sep 2026

An Organizational Decision-Support System for Cybersecurity Risk Management: Classifying Breach Types Using XGBoost and Real-World Incident Data

A machine learning-based decision-support framework to classify cybersecurity breach types in financial institutions and to identify the organizational risk factors that determine them is developed and feature importance analysis reveals ATM/kiosk infrastructure and breach pattern as the strongest predictors.

Muhammed Samancı, Emrah Noyan, Nuri Avşarlıgil · 0 citations

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