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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

W. Narkbunnum

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Review Open access Aug 2026

From Static Labels to Event-Based Prediction: A Temporal Machine-Learning Framework for SME Business Dissolution in an Emerging Market

Machine-learning models for SME failure prediction frequently report strong results that do not survive rigorous evaluation. Using a firm–year panel of 3796 Thai food-and-beverage SMEs (15,018 firm–years, 258 dissolution events, prevalence 1.72%) drawn from the Department of Business Development records for 2020–2024,...

Thanyachanok Pawala, W. Narkbunnum, K. Wisaeng · 0 citations
Open access Jul 2026

Translational Evaluation of Interpretable Machine Learning for Cardiovascular Risk Prediction: Calibration Decomposition, Subgroup Audits, and Decision-Utility Analysis

A translational evaluation of interpretable machine-learning models for heart disease prediction using a deployment-oriented framework integrating discrimination, calibration, explainability, subgroup stability, and decision-utility analysis via decision curve analysis is conducted.

Hathaichanok Chompoopong, W. Narkbunnum · 0 citations

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