Integrated Gradients is a Nonlinear Generalization of the Industry Standard Approach to Variable Attribution for Credit Risk Models

Author:

Boardman Jonathan1,Alam Md Shafiul1,Huang Xiao2,Xie Ying3

Affiliation:

1. Kennesaw State University,Data Science and Analytics,Kennesaw,USA

2. Kennesaw State University,Economics, Finances, & Quantitative Analysis,Kennesaw,USA

3. Kennesaw State University,Information Technology,Kennesaw,USA

Publisher

IEEE

Reference66 articles.

1. Creditworthy

2. Visualizing Deep Neural Network Decisions: Prediction Difference Analysis;zintgraf;ICLRE,2017

3. From Rumor to Written Record: Credit Reporting and the Invention of Financial Identity in Nineteenth-Century America;lauer;Technol Cult,2008

4. Object Detectors Emerge in Deep Scene CNNs;zhou,2015

5. Causal Explanation

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Transparency in Algorithmic Decision-making: Interpretable Models for Ethical Accountability;E3S Web of Conferences;2024

2. Applications of Integrated Gradients in Credit Risk Modeling;2022 IEEE International Conference on Big Data (Big Data);2022-12-17

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