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Recent Advances in Algorithmic Biases and Fairness in Financial Services: A Survey
16 references·1 citing·49 second hop
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References

  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 1996Bias in computer systems1,203 cited
  • 2019The Role of Technology in Mortgage Lending1,180 cited
  • 2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
  • 2019The roles of alternative data and machine learning in fintech lending: Evidence from the LendingClub consumer platform431 cited
  • 2020Disparities in Wealth by Race and Ethnicity in the 2019 Survey of Consumer Finances316 cited
  • 2019Classification with Fairness Constraints232 cited
  • 2019Consumer-Lending Discrimination in the FinTech Era212 cited
  • 2021Black and White: Access to Capital Among Minority-Owned Start-ups190 cited
  • 2020Racial Discrimination in the U.S. Housing and Mortgage Lending Markets: A Quantitative Review of Trends, 1976–2016163 cited
  • 2020Fairway: a way to build fair ML software140 cited
  • 2020Fairness Metrics: A Comparative Analysis96 cited
  • 2021Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination93 cited
  • 2019The Dark Side of Digital Financial Transformation: The New Risks of FinTech and the Rise of TechRisk

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85 cited
  • 2019Black Debt, White Debt83 cited
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    • 2023Toward A Two-Sided Fairness Framework in Search and Recommendation16 cited