Matches in SemOpenAlex for { <https://semopenalex.org/work/W4292518907> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W4292518907 abstract "What does it mean for an algorithm to be biased? In U.S. law, unintentional bias is encoded via disparate impact, which occurs when a selection process has widely different outcomes for different groups, even as it appears to be neutral. This legal determination hinges on a definition of a protected class (ethnicity, gender, religious practice) and an explicit description of the process. When the process is implemented using computers, determining disparate impact (and hence bias) is harder. It might not be possible to disclose the process. In addition, even if the process is open, it might be hard to elucidate in a legal setting how the algorithm makes its decisions. Instead of requiring access to the algorithm, we propose making inferences based on the data the algorithm uses. We make four contributions to this problem. First, we link the legal notion of disparate impact to a measure of classification accuracy that while known, has received relatively little attention. Second, we propose a test for disparate impact based on analyzing the information leakage of the protected class from the other data attributes. Third, we describe methods by which data might be made unbiased. Finally, we present empirical evidence supporting the effectiveness of our test for disparate impact and our approach for both masking bias and preserving relevant information in the data. Interestingly, our approach resembles some actual selection practices that have recently received legal scrutiny." @default.
- W4292518907 created "2022-08-21" @default.
- W4292518907 creator A5035997603 @default.
- W4292518907 creator A5040677474 @default.
- W4292518907 creator A5061790878 @default.
- W4292518907 creator A5073446340 @default.
- W4292518907 creator A5086384189 @default.
- W4292518907 date "2014-12-11" @default.
- W4292518907 modified "2023-09-29" @default.
- W4292518907 title "Certifying and removing disparate impact" @default.
- W4292518907 doi "https://doi.org/10.48550/arxiv.1412.3756" @default.
- W4292518907 hasPublicationYear "2014" @default.
- W4292518907 type Work @default.
- W4292518907 citedByCount "0" @default.
- W4292518907 crossrefType "posted-content" @default.
- W4292518907 hasAuthorship W4292518907A5035997603 @default.
- W4292518907 hasAuthorship W4292518907A5040677474 @default.
- W4292518907 hasAuthorship W4292518907A5061790878 @default.
- W4292518907 hasAuthorship W4292518907A5073446340 @default.
- W4292518907 hasAuthorship W4292518907A5086384189 @default.
- W4292518907 hasBestOaLocation W42925189071 @default.
- W4292518907 hasConcept C105795698 @default.
- W4292518907 hasConcept C111919701 @default.
- W4292518907 hasConcept C119857082 @default.
- W4292518907 hasConcept C124101348 @default.
- W4292518907 hasConcept C142362112 @default.
- W4292518907 hasConcept C153349607 @default.
- W4292518907 hasConcept C154945302 @default.
- W4292518907 hasConcept C17744445 @default.
- W4292518907 hasConcept C19443361 @default.
- W4292518907 hasConcept C199539241 @default.
- W4292518907 hasConcept C23123220 @default.
- W4292518907 hasConcept C2522767166 @default.
- W4292518907 hasConcept C2775867934 @default.
- W4292518907 hasConcept C2776050585 @default.
- W4292518907 hasConcept C2776889015 @default.
- W4292518907 hasConcept C2777212361 @default.
- W4292518907 hasConcept C2777402240 @default.
- W4292518907 hasConcept C2778272461 @default.
- W4292518907 hasConcept C33923547 @default.
- W4292518907 hasConcept C40423286 @default.
- W4292518907 hasConcept C41008148 @default.
- W4292518907 hasConcept C77088390 @default.
- W4292518907 hasConcept C81917197 @default.
- W4292518907 hasConcept C97460637 @default.
- W4292518907 hasConcept C98045186 @default.
- W4292518907 hasConceptScore W4292518907C105795698 @default.
- W4292518907 hasConceptScore W4292518907C111919701 @default.
- W4292518907 hasConceptScore W4292518907C119857082 @default.
- W4292518907 hasConceptScore W4292518907C124101348 @default.
- W4292518907 hasConceptScore W4292518907C142362112 @default.
- W4292518907 hasConceptScore W4292518907C153349607 @default.
- W4292518907 hasConceptScore W4292518907C154945302 @default.
- W4292518907 hasConceptScore W4292518907C17744445 @default.
- W4292518907 hasConceptScore W4292518907C19443361 @default.
- W4292518907 hasConceptScore W4292518907C199539241 @default.
- W4292518907 hasConceptScore W4292518907C23123220 @default.
- W4292518907 hasConceptScore W4292518907C2522767166 @default.
- W4292518907 hasConceptScore W4292518907C2775867934 @default.
- W4292518907 hasConceptScore W4292518907C2776050585 @default.
- W4292518907 hasConceptScore W4292518907C2776889015 @default.
- W4292518907 hasConceptScore W4292518907C2777212361 @default.
- W4292518907 hasConceptScore W4292518907C2777402240 @default.
- W4292518907 hasConceptScore W4292518907C2778272461 @default.
- W4292518907 hasConceptScore W4292518907C33923547 @default.
- W4292518907 hasConceptScore W4292518907C40423286 @default.
- W4292518907 hasConceptScore W4292518907C41008148 @default.
- W4292518907 hasConceptScore W4292518907C77088390 @default.
- W4292518907 hasConceptScore W4292518907C81917197 @default.
- W4292518907 hasConceptScore W4292518907C97460637 @default.
- W4292518907 hasConceptScore W4292518907C98045186 @default.
- W4292518907 hasLocation W42925189071 @default.
- W4292518907 hasOpenAccess W4292518907 @default.
- W4292518907 hasPrimaryLocation W42925189071 @default.
- W4292518907 hasRelatedWork W104574757 @default.
- W4292518907 hasRelatedWork W1551747849 @default.
- W4292518907 hasRelatedWork W2014352947 @default.
- W4292518907 hasRelatedWork W2489856653 @default.
- W4292518907 hasRelatedWork W2599908313 @default.
- W4292518907 hasRelatedWork W2952092676 @default.
- W4292518907 hasRelatedWork W3026068696 @default.
- W4292518907 hasRelatedWork W3124580172 @default.
- W4292518907 hasRelatedWork W3203475907 @default.
- W4292518907 hasRelatedWork W2336294498 @default.
- W4292518907 isParatext "false" @default.
- W4292518907 isRetracted "false" @default.
- W4292518907 workType "article" @default.