A Moral Framework for Understanding Fair ML through Economic Models of Equality of Opportunity
dc.contributor.author
Heidari, Hoda
dc.contributor.author
Loi, Michele
dc.contributor.author
Krause, Andreas
dc.contributor.author
Gummadi, Krishna P.
dc.date.accessioned
2019-03-04T09:11:27Z
dc.date.available
2019-03-01T05:14:45Z
dc.date.available
2019-03-04T09:11:27Z
dc.date.issued
2019-01-29
dc.identifier.isbn
978-1-4503-6125-5
en_US
dc.identifier.other
10.1145/3287560.3287584
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/328374
dc.language.iso
en
en_US
dc.publisher
Association for Computing Machinery
dc.subject
Equality of Opportunity (EOP)
en_US
dc.subject
Fairness for Machine Learning
en_US
dc.subject
Rawlsian and Luck Egalitarian EOP
en_US
dc.subject
Statistical Parity
en_US
dc.subject
Equality of Odds
en_US
dc.subject
Predictive Value Parity
en_US
dc.title
A Moral Framework for Understanding Fair ML through Economic Models of Equality of Opportunity
en_US
dc.type
Conference Paper
ethz.book.title
FAT* '19 Proceedings of the Conference on Fairness, Accountability, and Transparency
en_US
ethz.pages.start
181
en_US
ethz.pages.end
190
en_US
ethz.event
FAT 2019, Fairness, Accountability, and Transparency
en_US
ethz.event.location
Atlanta, GA, USA
ethz.event.date
January 29-31, 2019
en_US
ethz.identifier.wos
ethz.identifier.scopus
ethz.publication.place
New York, NY
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02150 - Dep. Informatik / Dep. of Computer Science::02661 - Institut für Maschinelles Lernen / Institute for Machine Learning::03908 - Krause, Andreas / Krause, Andreas
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02150 - Dep. Informatik / Dep. of Computer Science::02661 - Institut für Maschinelles Lernen / Institute for Machine Learning::03908 - Krause, Andreas / Krause, Andreas
ethz.date.deposited
2019-03-01T05:14:47Z
ethz.source
SCOPUS
ethz.eth
yes
en_US
ethz.availability
Metadata only
en_US
ethz.rosetta.installDate
2019-03-04T09:11:40Z
ethz.rosetta.lastUpdated
2024-02-02T07:15:44Z
ethz.rosetta.versionExported
true
ethz.COinS
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Conference Paper [35402]