Matches in SemOpenAlex for { <https://semopenalex.org/work/W4307853000> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4307853000 abstract "Both law and computer science are concerned with developing frameworks for protecting privacy and ensuring fairness. Both fields often consider these two values separately and develop legal doctrines and machine learning metrics in isolation from one another. Yet, privacy and fairness values can conflict, especially when considered alongside the accuracy of an algorithm. The computer science literature often treats this problem as an impossibility theorem - we can have privacy or fairness but not both. Legal doctrine is similarly constrained by a focus on the inputs to a decision - did the decisionmaker intend to use information about protected attributes. Despite these challenges, there is a way forward. The law has integrated economic frameworks to consider tradeoffs in other domains, and a similar approach can clarify policymakers' thinking around balancing accuracy, privacy, and fairnesss. This piece illustrates this idea by using a law & economics lens to formalize the notion of a Privacy-Fairness-Accuracy frontier, and demonstrating this framework on a consumer lending dataset. An open-source Python software library and GUI will be made available." @default.
- W4307853000 created "2022-11-06" @default.
- W4307853000 creator A5030629307 @default.
- W4307853000 date "2022-11-01" @default.
- W4307853000 modified "2023-10-16" @default.
- W4307853000 title "The Privacy-Fairness-Accuracy Frontier" @default.
- W4307853000 cites W1873763122 @default.
- W4307853000 cites W2027595342 @default.
- W4307853000 cites W2167389632 @default.
- W4307853000 cites W3124380982 @default.
- W4307853000 cites W3211490561 @default.
- W4307853000 cites W4255574744 @default.
- W4307853000 doi "https://doi.org/10.1145/3511265.3550437" @default.
- W4307853000 hasPublicationYear "2022" @default.
- W4307853000 type Work @default.
- W4307853000 citedByCount "1" @default.
- W4307853000 countsByYear W43078530002023 @default.
- W4307853000 crossrefType "proceedings-article" @default.
- W4307853000 hasAuthorship W4307853000A5030629307 @default.
- W4307853000 hasConcept C111919701 @default.
- W4307853000 hasConcept C123201435 @default.
- W4307853000 hasConcept C127413603 @default.
- W4307853000 hasConcept C15336307 @default.
- W4307853000 hasConcept C17744445 @default.
- W4307853000 hasConcept C199539241 @default.
- W4307853000 hasConcept C2776211767 @default.
- W4307853000 hasConcept C2776261394 @default.
- W4307853000 hasConcept C2778571376 @default.
- W4307853000 hasConcept C38652104 @default.
- W4307853000 hasConcept C41008148 @default.
- W4307853000 hasConcept C43091099 @default.
- W4307853000 hasConcept C519991488 @default.
- W4307853000 hasConcept C78762247 @default.
- W4307853000 hasConceptScore W4307853000C111919701 @default.
- W4307853000 hasConceptScore W4307853000C123201435 @default.
- W4307853000 hasConceptScore W4307853000C127413603 @default.
- W4307853000 hasConceptScore W4307853000C15336307 @default.
- W4307853000 hasConceptScore W4307853000C17744445 @default.
- W4307853000 hasConceptScore W4307853000C199539241 @default.
- W4307853000 hasConceptScore W4307853000C2776211767 @default.
- W4307853000 hasConceptScore W4307853000C2776261394 @default.
- W4307853000 hasConceptScore W4307853000C2778571376 @default.
- W4307853000 hasConceptScore W4307853000C38652104 @default.
- W4307853000 hasConceptScore W4307853000C41008148 @default.
- W4307853000 hasConceptScore W4307853000C43091099 @default.
- W4307853000 hasConceptScore W4307853000C519991488 @default.
- W4307853000 hasConceptScore W4307853000C78762247 @default.
- W4307853000 hasLocation W43078530001 @default.
- W4307853000 hasOpenAccess W4307853000 @default.
- W4307853000 hasPrimaryLocation W43078530001 @default.
- W4307853000 hasRelatedWork W1536125441 @default.
- W4307853000 hasRelatedWork W2085871758 @default.
- W4307853000 hasRelatedWork W2362926696 @default.
- W4307853000 hasRelatedWork W2529681551 @default.
- W4307853000 hasRelatedWork W2748952813 @default.
- W4307853000 hasRelatedWork W2767418851 @default.
- W4307853000 hasRelatedWork W2918166698 @default.
- W4307853000 hasRelatedWork W3213080591 @default.
- W4307853000 hasRelatedWork W4230558742 @default.
- W4307853000 hasRelatedWork W801874345 @default.
- W4307853000 isParatext "false" @default.
- W4307853000 isRetracted "false" @default.
- W4307853000 workType "article" @default.