Towards Explainable Deep Learning for Credit Lending: A Case Study

11/15/2018

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by   Ceena Modarres, et al.

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Deep learning adoption in the financial services industry has been limited due to a lack of model interpretability. However, several techniques have been proposed to explain predictions made by a neural network. We provide an initial investigation into these techniques for the assessment of credit risk with neural networks.