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07/20/2023
Conditional expectation network for SHAP
A very popular model-agnostic technique for explaining predictive models...
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05/15/2023
Smoothness and monotonicity constraints for neural networks using ICEnet
Deep neural networks have become an important tool for use in actuarial ...
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09/02/2022
A Discussion of Discrimination and Fairness in Insurance Pricing
Indirect discrimination is an issue of major concern in algorithmic mode...
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07/06/2022
A multi-task network approach for calculating discrimination-free insurance prices
In applications of predictive modeling, such as insurance pricing, indir...
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07/23/2021
LocalGLMnet: interpretable deep learning for tabular data
Deep learning models have gained great popularity in statistical modelin...
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04/08/2021