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How fair is machine learning in credit lending?
14 references·0 citing·35 second hop
How fair is machine learning in credit lending? (2024)How fair is machine learning in credit le…The Fairness of Credit Scoring Models (2024)The Fairness of Credit Scorin…On Learning Fairness and Accuracy on Multiple Subgroups (2022)On Learning Fairness and Accu…Marrying Fairness and Explainability in Supervised Learning (2022)Marrying Fairness and Explain…Fair classification by loss balancing via fairness-aware batch sampling (2022)Fair classification by loss b…A survey on datasets for fairness‐aware machine learning (2022)A survey on datasets for fair…A Review on Fairness in Machine Learning (2022)A Review on Fairness in Machi…Machine Learning Fairness is Computationally Difficult and Algorithmically Unsatisfactorily Solved (2021)Machine Learning Fairness is …Fairness in credit scoring: Assessment, implementation and profit implications (2021)Fairness in credit scoring: A…Application of credit‐scoring methods in a decision support system of investment for peer‐to‐peer lending (2021)Application of credit‐scoring…Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning (2020)Paired-Consistency: An Exampl…Algorithmic Fairness: Choices, Assumptions, and Definitions (2020)Algorithmic Fairness: Choices…SHAPLEY EFFECTS FOR SENSITIVITY ANALYSIS WITH CORRELATED INPUTS: COMPARISONS WITH SOBOL' INDICES, NUMERICAL ESTIMATION AND APPLICATIONS (2019)SHAPLEY EFFECTS FOR SENSITIVI…Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness (2019)Group Retention when Using Ma…Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Fairness through awareness (2012)Equality of Opportunity in Supervised Learning (2016)Inherent Trade-Offs in the Fair Determination of Risk Scores (2016)Dissecting racial bias in an algorithm used to manage the health of populations (2019)Model Cards for Model Reporting (2019)A distribution-free approach to inducing rank correlation among input variables (1982)Design and Analysis of Computer Experiments (1989)Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models (2004)Estimation of high-order moment-independent importance measures for Shapley value analysis (2020)A theory of justice original edition (1971)Demarginalizing the Intersection of Race and Sex: A Black Feminist Critique of Antidiscrimination Doctrine, Feminist Theory, and Antiracist Politics (1998)Demarginalizing the Intersection of Race and Sex: A Black Feminist Critique of Antidiscrimination Doctrine, Feminist Theory, and Antiracist Politics [1989] (2018)Decolonial AI: Decolonial Theory as Sociotechnical Foresight in Artificial Intelligence (2020)Algorithmic Bias in Education (2021)Big Data's Disparate Impact (2014)Algorithmic fairness in business analytics: Directions for research and practice (2022)Algorithmic discrimination in the credit domain: what do we know about it? (2023)Bias and Unfairness in Machine Learning Models: A Systematic Review on Datasets, Tools, Fairness Metrics, and Identification and Mitigation Methods (2023)Thinking, Fast and Slow (2011)A Survey on Bias and Fairness in Machine Learning (2021)Fairness in Machine Learning: A Survey (2023)Six Human-Centered Artificial Intelligence Grand Challenges (2023)Data preprocessing techniques for classification without discrimination (2011)Certifying and Removing Disparate Impact (2015)A review of causality-based fairness machine learning (2022)Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools (2023)Fairness definitions explained (2018)Mitigating Unwanted Biases with Adversarial Learning (2018)Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research (2015)Can the European Financial Data Space remove bias in financial AI development? Opportunities and regulatory challenges (2023)The Effect of AI-Enabled Credit Scoring on Financial Inclusion: Evidence from an Underserved Population of over One Million (2024)SAFE AI metrics: An integrated approach (2025)Fairness in recommender systems: research landscape and future directions (2023)Mental-LLM (2024)On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations (2023)
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References

  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,270 cited
  • 2020Algorithmic Fairness: Choices, Assumptions, and Definitions738 cited
  • 2022A Review on Fairness in Machine Learning620 cited
  • 2022A survey on datasets for fairness‐aware machine learning261 cited
  • 2021Fairness in credit scoring: Assessment, implementation and profit implications196 cited
  • 2024The Fairness of Credit Scoring Models42 cited
  • 2022Marrying Fairness and Explainability in Supervised Learning37 cited
  • 2019SHAPLEY EFFECTS FOR SENSITIVITY ANALYSIS WITH CORRELATED INPUTS: COMPARISONS WITH SOBOL' INDICES, NUMERICAL ESTIMATION AND APPLICATIONS20 cited
  • 2022Fair classification by loss balancing via fairness-aware batch sampling20 cited
  • 2022On Learning Fairness and Accuracy on Multiple Subgroups20 cited
  • 2019Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness19 cited
  • 2020Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning16 cited
  • 2021Application of credit‐scoring methods in a decision support system of investment for peer‐to‐peer lending14 cited
  • 2021Machine Learning Fairness is Computationally Difficult and Algorithmically Unsatisfactorily Solved

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