Combining white box models, black box machines and human interventions for interpretable decision strategies

Granting a short-term loan is a critical decision. A great deal of research has concerned the prediction of credit default, notably through Machine Learning (ML) algorithms. However, given that their black-box nature has sometimes led to unwanted outcomes, comprehensibility in ML guided decision-mak...

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Bibliographic Details
Main Authors: Gregory Gadzinski, Alessio Castello
Format: Article
Language:English
Published: Cambridge University Press 2022-05-01
Series:Judgment and Decision Making
Subjects:
Online Access:http://journal.sjdm.org/22/220107/jdm220107.pdf