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Towards algorithm auditing: managing legal, ethical and technological risks of AI, ML and associated algorithms
16 references·7 citing·34 second hop
Towards algorithm auditing: managing legal, ethical and technological risks of AI, ML and associated algorithms (2024)Towards algorithm auditing: managing lega…Why fairness cannot be automated: Bridging the gap between EU non-discrimination law and AI (2021)Why fairness cannot be automa…Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims (2020)Toward Trustworthy AI Develop…The Ethics of AI Ethics: An Evaluation of Guidelines (2020)The Ethics of AI Ethics: An E…An Intersectional Definition of Fairness (2020)An Intersectional Definition …A High-Level Overview of AI Ethics (2020)A High-Level Overview of AI E…INTERNATIONAL HUMAN RIGHTS LAW AS A FRAMEWORK FOR ALGORITHMIC ACCOUNTABILITY (2019)INTERNATIONAL HUMAN RIGHTS LA…Soft ethics, the governance of the digital and the General Data Protection Regulation (2018)Soft ethics, the governance o…Mitigating Unwanted Biases with Adversarial Learning (2018)Mitigating Unwanted Biases wi…On Fairness and Calibration (2017)On Fairness and CalibrationFair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Counterfactual Fairness (2017)Counterfactual FairnessAlgorithmic Decision Making and the Cost of Fairness (2017)Algorithmic Decision Making a…Certifying and Removing Disparate Impact (2015)Certifying and Removing Dispa…A Brief Introduction on Big Data 5Vs Characteristics and Hadoop Technology (2015)A Brief Introduction on Big D…Learning Fair Representations (2013)Learning Fair RepresentationsData preprocessing techniques for classification without discrimination (2011)Data preprocessing techniques…Religious Diversity and the Digital Economy: Legal–Academic Pathways to Harmonize Sharia and International Law (2025)Religious Diversity and the D…Position is Power: System Prompts as a Mechanism of Bias in Large Language Models (LLMs) (2025)Position is Power: System Pro…AI for social good and the corporate capture of global development (2024)AI for social good and the co…AI and ethical accounting: Navigating challenges and opportunities (2024)AI and ethical accounting: Na…An external stability audit framework to test the validity of personality prediction in AI hiring (2022)An external stability audit f…A Silicon Valley love triangle: Hiring algorithms, pseudo-science, and the quest for auditability (2022)A Silicon Valley love triangl…Systematizing Audit in Algorithmic Recruitment (2021)Systematizing Audit in Algori…Uniform Guidelines on Employee Selection Procedures (2007)Fairness through awareness (2012)European Union Regulations on Algorithmic Decision Making and a “Right to Explanation” (2017)Semantics derived automatically from language corpora contain human-like biases (2017)A Survey on Bias and Fairness in Machine Learning (2021)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)Big Data's Disparate Impact (2014)Fairness definitions explained (2018)Machine behaviour (2019)Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Ensuring Fairness in Machine Learning to Advance Health Equity (2018)Language (Technology) is Power: A Critical Survey of “Bias” in NLP (2020)Addressing bias in big data and AI for health care: A call for open science (2021)Structural Equations with Latent Variables. (1991)Testing Structural Equation Models. (1995)Bias in data‐driven artificial intelligence systems—An introductory survey (2020)Experimental evidence of massive-scale emotional contagion through social networks (2014)AI4People—An Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations (2018)The global landscape of AI ethics guidelines (2019)Emerging challenges in AI and the need for AI ethics education (2020)Ethical principles for artificial intelligence in education (2022)Trustworthy Artificial Intelligence: A Review (2022)From Databases to Big Data (2012)Big data: Issues, challenges, tools and Good practices (2013)Customer engagement in a Big Data world (2017)Big data analytics for healthcare industry: impact, applications, and tools (2018)Big Data analytics in oil and gas industry: An emerging trend (2018)Fairness in Criminal Justice Risk Assessments: The State of the Art (2018)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias (2018)The Measure and Mismeasure of Fairness (2018)Mitigating Gender Bias in Natural Language Processing: Literature Review (2019)
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References

  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2020The Ethics of AI Ethics: An Evaluation of Guidelines1,900 cited
  • 2015Certifying and Removing Disparate Impact1,827 cited
  • 2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
  • 2013Learning Fair Representations1,126 cited
  • 2017Counterfactual Fairness995 cited
  • 2017On Fairness and Calibration509 cited
  • 2015A Brief Introduction on Big Data 5Vs Characteristics and Hadoop Technology413 cited
  • 2021Why fairness cannot be automated: Bridging the gap between EU non-discrimination law and AI334 cited
  • 2020Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims305 cited
  • 2020A High-Level Overview of AI Ethics269 cited
  • 2018Soft ethics, the governance of the digital and the General Data Protection Regulation234 cited
  • 2019INTERNATIONAL HUMAN RIGHTS LAW AS A FRAMEWORK FOR ALGORITHMIC ACCOUNTABILITY207 cited

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  • 2020An Intersectional Definition of Fairness200 cited
  • Cited by

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    • 2024AI for social good and the corporate capture of global development33 cited
    • 2024AI and ethical accounting: Navigating challenges and opportunities27 cited
    • 2025Position is Power: System Prompts as a Mechanism of Bias in Large Language Models (LLMs)25 cited
    • 2025Religious Diversity and the Digital Economy: Legal–Academic Pathways to Harmonize Sharia and International Law10 cited