A Framework for Trustworthy AI in Credit Risk Management: Perspectives and Practices

被引:2
作者
Mazumder, Sourav [1 ]
Dhar, Subhankar [2 ]
Asthana, Avinash [3 ]
机构
[1] IBM Corp, Open Grp, Armonk, NY 10504 USA
[2] San Jose State Univ, Informat Syst & Technol, San Jose, CA 95192 USA
[3] IBM Corp, Financial Serv, New York, NY 10003 USA
关键词
Analytical models; Computational modeling; Computer architecture; Risk management; Reliability; Artificial intelligence;
D O I
10.1109/MC.2023.3236564
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We present a reference architecture for trustworthy artificial intelligence based on three key tenets (usable, reliable, and transparent) and analyze its applicability in managing the challenges involved in the credit risk model from a practitioner's perspective. We propose a holistic approach covering relevant concerns in practical implementations.
引用
收藏
页码:28 / 40
页数:13
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