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Rawlsian Algorithmi...
Rawlsian Algorithmic Fairness and a Missing Aggregation Property of the Difference Principle
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- Franke, Ulrik, 1981- (författare)
- RISE,KTH,Medieteknik och interaktionsdesign, MID,RISE Research Institutes of Sweden, SE-164 29, Kista, Sweden,Mobilitet och system,KTH Royal Institute of Technology, Sweden
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(creator_code:org_t)
- Springer Nature, 2024
- 2024
- Engelska.
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Ingår i: Philosophy & Technology. - : Springer Nature. - 2210-5433 .- 2210-5441. ; 37:3
- Relaterad länk:
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https://doi.org/10.1...
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visa fler...
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https://ri.diva-port... (primary) (Raw object)
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https://urn.kb.se/re...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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visa färre...
Abstract
Ämnesord
Stäng
- Modern society makes extensive use of automated algorithmic decisions, fueled by advances in artificial intelligence. However, since these systems are not perfect, questions about fairness are increasingly investigated in the literature. In particular, many authors take a Rawlsian approach to algorithmic fairness. Based on complications with this approach identified in the literature, this article discusses how Rawls’s theory in general, and especially the difference principle, should reasonably be applied to algorithmic fairness decisions. It is observed that proposals to achieve Rawlsian algorithmic fairness often aim to uphold the difference principle in the individual situations where automated decision-making occurs. However, the Rawlsian difference principle applies to society at large and does not aggregate in such a way that upholding it in constituent situations also upholds it in the aggregate. But such aggregation is a hidden premise of many proposals in the literature and its falsity explains many complications encountered.
Ämnesord
- HUMANIORA -- Filosofi, etik och religion -- Etik (hsv//swe)
- HUMANITIES -- Philosophy, Ethics and Religion -- Ethics (hsv//eng)
- HUMANIORA -- Filosofi, etik och religion -- Filosofi (hsv//swe)
- HUMANITIES -- Philosophy, Ethics and Religion -- Philosophy (hsv//eng)
- NATURVETENSKAP -- Data- och informationsvetenskap -- Systemvetenskap, informationssystem och informatik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Information Systems (hsv//eng)
- HUMANIORA -- Filosofi, etik och religion (hsv//swe)
- HUMANITIES -- Philosophy, Ethics and Religion (hsv//eng)
Nyckelord
- Algorithmic fairness
- Difference principle
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
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