Sisi Xia

Decoding Machine Learning Performance in Credit Risk Assessment: A Comparative Analysis Based on the Home Credit Default Risk Challenge

A comparative analysis of the machine learning workflows that performed the best in the Home Credit default risk challenge indicates that different architectures can effectively extract sparse default signals via their inherent mechanisms, yielding significant gains on imbalanced credit data.