Citation map · Study

SZodixStudyAcademic Library

Shelves Open access

Study · an open academic library·Metadata from OpenAlex (CC0)·Shelves·OpenAlex metadata, de-duplicated

A snapshot of the frontiers of fairness in machine learning

16 references·16 citing·21 second hopsampled

FromToDepth

this work references cited by second hop· second hop is a sample of the most-cited connections

References

2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
2012Fairness through awareness3,501 cited
2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
1957The Economics of Discrimination2,818 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
2015Certifying and Removing Disparate Impact1,827 cited
2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
2013Learning Fair Representations1,126 cited
2017Counterfactual Fairness995 cited
2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
2010Three naive Bayes approaches for discrimination-free classification756 cited
2013Discrimination in online ad delivery751 cited
2008

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

Discrimination-aware data mining

676 cited

Cited by

2023A framework for AI-powered service innovation capability: Review and agenda for future research277 cited
2021Algorithmic bias: Senses, sources, solutions274 cited
2022Algorithmic bias in machine learning-based marketing models242 cited
2022A clarification of the nuances in the fairness metrics landscape221 cited
2024Toward Fairness, Accountability, Transparency, and Ethics in AI for Social Media and Health Care: Scoping Review171 cited
2022Disability, fairness, and algorithmic bias in AI recruitment148 cited
2021Algorithmic reparation143 cited
2021Fairness in rankings and recommendations: an overview140 cited
2022Algorithmic fairness datasets: the story so far114 cited
2022Exploring gender biases in ML and AI academic research through systematic literature review95 cited
2022Fairness in Ranking, Part I: Score-Based Ranking94 cited
2022Algorithmic fairness in business analytics: Directions for research and practice89 cited
2022Fairness in Ranking, Part II: Learning-to-Rank and Recommender Systems87 cited
2022The future of human behaviour research81 cited
2019'Un'Fair Machine Learning Algorithms80 cited
2021Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics72 cited