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The Fairness of Credit Scoring Models · Study

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PreprintThe Fairness of Credit Scoring Models

Christophe Hurlin2021

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Preprintgreen2021

The Fairness of Credit Scoring Models

Christophe Hurlin · Sébastien Saurin

26 citations·0/0 files stored·SSRN Electronic Journal

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Ethics and Social Impacts of AI Financial Distress and Bankruptcy Prediction Explainable Artificial Intelligence (XAI)

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References

1972The Statistical Theory of Racism and Sexism.1957The Economics of Discrimination 2016Equality of Opportunity in Supervised Learning 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments 2015THE THEORY OF DISCRIMINATION 2011Data preprocessing techniques for classification without discrimination 2015Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research 2019The Role of Technology in Mortgage Lending

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2022Consumer Credit in The Age of AI – Beyond Anti-Discrimination Law

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

2024The Fairness of Credit Scoring Modelsarticle · 22 shared references 2022Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classificationother · 16 shared references 2022An information theoretic approach to reducing algorithmic bias for machine learningarticle · 16 shared references 2024Fairness issues, current approaches, and challenges in machine learning modelsarticle · 15 shared references 2023Algorithmic Fairnesschapter · 14 shared references 2023Algorithmic discrimination in the credit domain: what do we know about it?article · 14 shared references

Details

Year2021

Typepreprint

Published2021-01-01

VenueSSRN Electronic Journal

ISSN-L1556-5068

Languageen

Citations26

Files0 public / 0

ShelfEthics and Social Impacts of AI

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doi10.2139/ssrn.3785882

openalex_workW3134370295

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