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04/28/2023
How to address monotonicity for model risk management?
In this paper, we study the problem of establishing the accountability a...
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01/17/2023
Monotonicity for AI ethics and society: An empirical study of the monotonic neural additive model in criminology, education, health care, and finance
Algorithm fairness in the application of artificial intelligence (AI) is...
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09/21/2022
Interpretable Selective Learning in Credit Risk
The forecasting of the credit default risk has been an important researc...
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09/21/2022
Generalized Gloves of Neural Additive Models: Pursuing transparent and accurate machine learning models in finance
For many years, machine learning methods have been used in a wide range ...
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09/21/2022
Monotonic Neural Additive Models: Pursuing Regulated Machine Learning Models for Credit Scoring
The forecasting of credit default risk has been an active research field...
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09/19/2022
Two-stage Modeling for Prediction with Confidence
The use of neural networks has been very successful in a wide variety of...
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05/16/2018