Kelvin Lin

Explainable Machine Learning for Home Equity Line of Credit Risk Assessment: A Multi-Model Comparison with SHAP Interpretability

Accurate default risk prediction is essential for commercial banks' retail credit loan decisions and supervision. Traditional credit scoring models fail to provide clear decision schemes under strict regulation, while high-performance machine learning models face the black-box dilemma, making it difficult to meet finan...