Chia-Chung Chen

Engineering Data Analysis Beyond Statistics vs. Machine Learning: A Review of Explanation, Prediction, Hybrid Modeling, and Responsible Decision Support

This structured narrative review explores how engineers select and evaluate traditional statistical, machine learning, mechanistic, and hybrid methods for explanation, prediction, and responsible decision support. We identified representative literature available through 2025 via iterative searches of Web of Science, S...