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A brief review on algorithmic fairness
16 references·7 citing·28 second hop
A brief review on algorithmic fairness (2022)A brief review on algorithmic fairnessA Review on Fairness in Machine Learning (2022)A Review on Fairness in Machi…A Survey on Bias and Fairness in Machine Learning (2021)A Survey on Bias and Fairness…Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads (2019)Algorithmic Bias? An Empirica…AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)AI Fairness 360: An extensibl…Fairness Beyond Disparate Treatment & Disparate Impact (2017)Fairness Beyond Disparate Tre…Fair, Transparent, and Accountable Algorithmic Decision-making Processes (2017)Fair, Transparent, and Accoun…Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Algorithmic Decision Making and the Cost of Fairness (2017)Algorithmic Decision Making a…Algorithmic Bias in Autonomous Systems (2017)Algorithmic Bias in Autonomou…Certifying and Removing Disparate Impact (2015)Certifying and Removing Dispa…Big Data's Disparate Impact (2014)Big Data's Disparate ImpactFairness-Aware Classifier with Prejudice Remover Regularizer (2012)Fairness-Aware Classifier wit…Fairness through awareness (2012)Fairness through awarenessData preprocessing techniques for classification without discrimination (2011)Data preprocessing techniques…Three naive Bayes approaches for discrimination-free classification (2010)Three naive Bayes approaches …Sex Bias in Graduate Admissions: Data from Berkeley (1975)Sex Bias in Graduate Admissio…Towards Fair AI: Mitigating Bias in Credit Decisions—A Systematic Literature Review (2025)Towards Fair AI: Mitigating B…ROBOT RECRUITMENT and USE OF ARTIFICIAL INTELLIGENCE IN ESTABLISHING THE EMPLOYMENT RELATIONSHIP (2025)ROBOT RECRUITMENT and USE OF …Leverage Generative AI for human resource management: integrated risk analysis approach (2025)Leverage Generative AI for hu…YAPAY ZEKANIN İŞE ALIM SÜREÇLERİNDE KULLANIMI VE ALGORİTMİK AYRIMCILIK (2024)YAPAY ZEKANIN İŞE ALIM SÜREÇL…New Digital Divide Shaped by Algorithm? Evidence from Agent-Based Testing on Douyin’s Health-Related Video Recommendation (2024)New Digital Divide Shaped by …Impacts of AI on Music Consumption and Fairness (2024)Impacts of AI on Music Consum…Fair Machine Learning in Healthcare: A Survey (2024)Fair Machine Learning in Heal…Uniform Guidelines on Employee Selection Procedures (2007)European Union Regulations on Algorithmic Decision Making and a “Right to Explanation” (2017)Incorporating Fairness into Game Theory and Economics (2011)How the machine ‘thinks’: Understanding opacity in machine learning algorithms (2016)Princeton University Press (2017)Equality of Opportunity in Supervised Learning (2016)Dissecting racial bias in an algorithm used to manage the health of populations (2019)Fairness and Abstraction in Sociotechnical Systems (2019)Male-Female Wage Differentials in Urban Labor Markets (1973)Nobel Lecture: The Economic Way of Looking at Behavior (1993)Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy (2017)The Role of Artificial Intelligence and Data Network Effects for Creating User Value (2020)Algorithmic bias: review, synthesis, and future research directions (2021)Algorithmic injustice: a relational ethics approach (2021)Semantics derived automatically from language corpora contain human-like biases (2017)Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Algorithmic Bias in Education (2021)Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation (2023)Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies (2023)Mitigating Unwanted Biases with Adversarial Learning (2018)Bridging the Gap Between Ethics and Practice (2020)Addressing bias in big data and AI for health care: A call for open science (2021)Trustworthy Artificial Intelligence: A Review (2022)Counterfactual Fairness (2017)Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)Fairness definitions explained (2018)Machine behaviour (2019)The ethics of algorithms: Mapping the debate (2016)
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References

  • 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
  • 2012Fairness through awareness3,501 cited
  • 2014Big Data's Disparate Impact3,046 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
  • 2019AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias884 cited
  • 2019Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads854 cited
  • 2010Three naive Bayes approaches for discrimination-free classification756 cited
  • 2017Fair, Transparent, and Accountable Algorithmic Decision-making Processes707 cited
  • 2012Fairness-Aware Classifier with Prejudice Remover Regularizer694 cited
  • 1975Sex Bias in Graduate Admissions: Data from Berkeley659 cited
  • 2017Fairness Beyond Disparate Treatment & Disparate Impact630 cited
  • 2022A Review on Fairness in Machine Learning596 cited

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  • 2017Algorithmic Bias in Autonomous Systems472 cited
  • Cited by

    • 2025Leverage Generative AI for human resource management: integrated risk analysis approach38 cited
    • 2025Towards Fair AI: Mitigating Bias in Credit Decisions—A Systematic Literature Review30 cited
    • 2024YAPAY ZEKANIN İŞE ALIM SÜREÇLERİNDE KULLANIMI VE ALGORİTMİK AYRIMCILIK16 cited
    • 2024New Digital Divide Shaped by Algorithm? Evidence from Agent-Based Testing on Douyin’s Health-Related Video Recommendation13 cited
    • 2024Impacts of AI on Music Consumption and Fairness12 cited
    • 2024Fair Machine Learning in Healthcare: A Survey12 cited
    • 2025ROBOT RECRUITMENT and USE OF ARTIFICIAL INTELLIGENCE IN ESTABLISHING THE EMPLOYMENT RELATIONSHIP0 cited