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Fair predictions in health

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Is calibration a fairness requirement?: An argument from the point of view of moral philosophy and decision theory (opens in new window)

Author(s): Michele Loi, Christoph Heitz
Published in: FAccT '22: Proceedings of the 2022 ACM Conference on Fairness, Accountability, and Transparency, Issue June 21 - 24, 2022, 2022, Page(s) 2026–2034
Publisher: Association for Computing Machinery
DOI: 10.1145/3531146.3533245

People are not coins: Morally distinct types of predictions necessitate different fairness constraints (opens in new window)

Author(s): Eleonora Viganò, Corinna Hertweck, Christoph Heitz, Michele Loi
Published in: FAccT '22: Proceedings of the 2022 ACM Conference on Fairness, Accountability, and Transparency, Issue June 21-24, 2022, 2022, Page(s) 2293–2301
Publisher: Association for Computing Machinery
DOI: 10.1145/3531146.3534643

How I Would have been Differently Treated. Discrimination Through the Lens of Counterfactual Fairness (opens in new window)

Author(s): Michele Loi; Francesco Nappo; Eleonora Viganò
Published in: Res Publica, Issue 29 (2023), 2023, Page(s) 185-211, ISSN 1572-8692
Publisher: Springer
DOI: 10.1007/s11158-023-09586-3

The Fair Chances in Algorithmic Fairness: A Response to Holm (opens in new window)

Author(s): Clinton Castro, Michele Loi
Published in: Res Publica, Issue 29 (2023), 2023, Page(s) 331-337, ISSN 1572-8692
Publisher: Springer
DOI: 10.1007/s11158-022-09570-3

Fair equality of chances for prediction-based decisions (opens in new window)

Author(s): Michele Loi, Anders Herlitz, Hoda Heidari
Published in: Economics and Philosophy, 2023, ISSN 1474-0028
Publisher: Cambridge University Press
DOI: 10.1017/s0266267123000342

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