2 papers
q-fin.CP2024
Why Groups Matter: Necessity of Group Structures in Attributions
Dangxing Chen, Jingfeng Chen, Weicheng Ye
Explainable machine learning methods have been accompanied by substantial development. Despite their success, the existing approaches focus more on the general framework with no pr…
cs.LG2024
Generalized Groves of Neural Additive Models: Pursuing transparent and accurate machine learning models in finance
Dangxing Chen, Weicheng Ye
While machine learning methods have significantly improved model performance over traditional methods, their black-box structure makes it difficult for researchers to interpret res…