Bridging the Gap Between AI and Explainability in the GDPR: Towards Trustworthiness-by-Design in Automated Decision-Making
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Computational Intelligence Magazine"
DOI: 10.1109/mci.2021.3129960
Abstract: Can satisfactory explanations for complex machine learning models be achieved in high-risk automated decision-making? How can such explanations be integrated into a data protection framework safeguarding a right to explanation? This article explores from an… read more here.
Keywords: explainability; decision making; decision; machine learning ... See more keywords
Using an automated decision support tool to improve HIV prescribing: A feasibility study
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DOI: 10.1111/hiv.70028
Abstract: The selection of antiretroviral therapy (ART) regimens for people living with HIV is complex and dependent on individual and clinician‐perceived risk factors and preferences. The British HIV Association (BHIVA) advocates cost‐effective prescribing and shared decision‐making… read more here.
Keywords: automated decision; hiv; support tool; decision ... See more keywords
Digital Discretion: Unpacking Human and Technological Agency in Automated Decision Making in Sweden’s Social Services
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DOI: 10.1177/0894439320980434
Abstract: The introduction of robotic process automation (RPA) into the public sector has changed civil servants’ daily life and practices. One of these central practices in the public sector is discretion. The shift to a digital… read more here.
Keywords: decision making; digital discretion; automated decision; social services ... See more keywords
From Making Automated Decision Making Visible to Mapping the Unknowable Human: Counter-Mapping Automated Decision Making in Social Services in Australia
Sign Up to like & getrecommendations! Published in 2022 at "Qualitative Inquiry"
DOI: 10.1177/10778004221096853
Abstract: Automated decision-making (ADM) technologies, like artificial intelligence and machine learning, are increasingly being used by governments. Researchers have attempted to map the deployment of these technologies. However, mapping is an inherently political act, reinforcing dominant… read more here.
Keywords: social services; making visible; counter mapping; decision making ... See more keywords
Formal Group Fairness and Accuracy in Automated Decision Making
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DOI: 10.3390/math11081771
Abstract: Most research on fairness in Machine Learning assumes the relationship between fairness and accuracy to be a trade-off, with an increase in fairness leading to an unavoidable loss of accuracy. In this study, several approaches… read more here.
Keywords: automated decision; fairness accuracy; group fairness; decision making ... See more keywords