Matches in SemOpenAlex for { <https://semopenalex.org/work/W3170973514> ?p ?o ?g. }
Showing items 1 to 55 of
55
with 100 items per page.
- W3170973514 abstract "Automated decisions based on trained algorithms influence human life in an increasingly far-reaching way. In recent years, it has become clear that these decisions are often accompanied by bias and unfair treatment of different subpopulations.Meanwhile, several notions of fairness circulate in the scientific literature, with trade-offs between profit and fairness and between fairness metrics among themselves. Based on both analytical calculations and numerical simulations, we show in this study that some profit-fairness trade-offs and fairness-fairness trade-offs depend substantially on the underlying score distributions given to subpopulations and we present two complementary perspectives to visualize this influence. We further show that higher symmetry in scores of subpopulations can significantly reduce the trade-offs between fairness notions within a given acceptable strictness, even when sacrificing expressiveness. Our exploratory study may help to understand how to overcome the strict mathematical statements about the statistical incompatibility of certain fairness notions." @default.
- W3170973514 created "2021-06-22" @default.
- W3170973514 creator A5039803453 @default.
- W3170973514 creator A5049169851 @default.
- W3170973514 creator A5077228476 @default.
- W3170973514 date "2021-07-21" @default.
- W3170973514 modified "2023-09-23" @default.
- W3170973514 title "How Do the Score Distributions of Subpopulations Influence Fairness Notions?" @default.
- W3170973514 cites W2900615123 @default.
- W3170973514 doi "https://doi.org/10.1145/3461702.3462601" @default.
- W3170973514 hasPublicationYear "2021" @default.
- W3170973514 type Work @default.
- W3170973514 sameAs 3170973514 @default.
- W3170973514 citedByCount "0" @default.
- W3170973514 crossrefType "proceedings-article" @default.
- W3170973514 hasAuthorship W3170973514A5039803453 @default.
- W3170973514 hasAuthorship W3170973514A5049169851 @default.
- W3170973514 hasAuthorship W3170973514A5077228476 @default.
- W3170973514 hasConcept C11867375 @default.
- W3170973514 hasConcept C157764524 @default.
- W3170973514 hasConcept C162324750 @default.
- W3170973514 hasConcept C175444787 @default.
- W3170973514 hasConcept C181622380 @default.
- W3170973514 hasConcept C41008148 @default.
- W3170973514 hasConcept C539667460 @default.
- W3170973514 hasConcept C555944384 @default.
- W3170973514 hasConcept C76155785 @default.
- W3170973514 hasConcept C80444323 @default.
- W3170973514 hasConceptScore W3170973514C11867375 @default.
- W3170973514 hasConceptScore W3170973514C157764524 @default.
- W3170973514 hasConceptScore W3170973514C162324750 @default.
- W3170973514 hasConceptScore W3170973514C175444787 @default.
- W3170973514 hasConceptScore W3170973514C181622380 @default.
- W3170973514 hasConceptScore W3170973514C41008148 @default.
- W3170973514 hasConceptScore W3170973514C539667460 @default.
- W3170973514 hasConceptScore W3170973514C555944384 @default.
- W3170973514 hasConceptScore W3170973514C76155785 @default.
- W3170973514 hasConceptScore W3170973514C80444323 @default.
- W3170973514 hasLocation W31709735141 @default.
- W3170973514 hasOpenAccess W3170973514 @default.
- W3170973514 hasPrimaryLocation W31709735141 @default.
- W3170973514 hasRelatedWork W1966541838 @default.
- W3170973514 hasRelatedWork W2069036979 @default.
- W3170973514 hasRelatedWork W2080741188 @default.
- W3170973514 hasRelatedWork W2105353475 @default.
- W3170973514 hasRelatedWork W2379331395 @default.
- W3170973514 hasRelatedWork W2381835541 @default.
- W3170973514 hasRelatedWork W2390110963 @default.
- W3170973514 hasRelatedWork W2395938445 @default.
- W3170973514 hasRelatedWork W2625512991 @default.
- W3170973514 hasRelatedWork W2785938606 @default.
- W3170973514 isParatext "false" @default.
- W3170973514 isRetracted "false" @default.
- W3170973514 magId "3170973514" @default.
- W3170973514 workType "article" @default.