References

• 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
• 2012Fairness through awareness3,501 cited
• 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
• 2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
• 2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
• 2019Social Data: Biases, Methodological Pitfalls, and Ethical Boundaries762 cited
• 2020On the apparent conflict between individual and group fairness312 cited
• 2021Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information247 cited
• 2019Fairwalk: Towards Fair Graph Embedding163 cited
• 2023Fairness in Graph Mining: A Survey138 cited
• 2019FAHT: An Adaptive Fairness-aware Decision Tree Classifier85 cited
• 2022Learning Fair Node Representations with Graph Counterfactual Fairness80 cited
• 2019AMiner: Search and Mining of Academic Social Networks79 cited
• 2022Longitudinal Fairness with Censorship35 cited

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