18 citations · 37 across the 11 of their papers we have counts for
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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…
q-fin.CP2022★ 1 cited
Interpretable Selective Learning in Credit Risk
Dangxing Chen, Weicheng Ye, Jiahui Ye
The forecasting of the credit default risk has been an important research field for several decades. Traditionally, logistic regression has been widely recognized as a solution due…
q-fin.CP2022
Two-stage Modeling for Prediction with Confidence
Dangxing Chen
The use of neural networks has been very successful in a wide variety of applications. However, it has recently been observed that it is difficult to generalize the performance of…