Matches in SemOpenAlex for { <https://semopenalex.org/work/W2785694663> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2785694663 abstract "Sampling methods that choose a subset of the data proportional to its diversity in the feature space are popular for data summarization. However, recent studies have noted the occurrence of bias (under- or over-representation of a certain gender or race) in such data summarization methods. In this paper we initiate a study of the problem of outputting a diverse and fair summary of a given dataset. We work with a well-studied determinantal measure of diversity and corresponding distributions (DPPs) and present a framework that allows us to incorporate a general class of fairness constraints into such distributions. Coming up with efficient algorithms to sample from these constrained determinantal distributions, however, suffers from a complexity barrier and we present a fast sampler that is provably good when the input vectors satisfy a natural property. Our experimental results on a real-world and an image dataset show that the diversity of the samples produced by adding fairness constraints is not too far from the unconstrained case, and we also provide a theoretical explanation of it." @default.
- W2785694663 created "2018-02-23" @default.
- W2785694663 creator A5015882189 @default.
- W2785694663 creator A5019340639 @default.
- W2785694663 creator A5029414285 @default.
- W2785694663 creator A5054251740 @default.
- W2785694663 creator A5063089732 @default.
- W2785694663 creator A5080439623 @default.
- W2785694663 date "2018-02-12" @default.
- W2785694663 modified "2023-09-30" @default.
- W2785694663 title "Fair and Diverse DPP-based Data Summarization" @default.
- W2785694663 hasPublicationYear "2018" @default.
- W2785694663 type Work @default.
- W2785694663 sameAs 2785694663 @default.
- W2785694663 citedByCount "7" @default.
- W2785694663 countsByYear W27856946632017 @default.
- W2785694663 countsByYear W27856946632018 @default.
- W2785694663 countsByYear W27856946632019 @default.
- W2785694663 countsByYear W27856946632020 @default.
- W2785694663 crossrefType "posted-content" @default.
- W2785694663 hasAuthorship W2785694663A5015882189 @default.
- W2785694663 hasAuthorship W2785694663A5019340639 @default.
- W2785694663 hasAuthorship W2785694663A5029414285 @default.
- W2785694663 hasAuthorship W2785694663A5054251740 @default.
- W2785694663 hasAuthorship W2785694663A5063089732 @default.
- W2785694663 hasAuthorship W2785694663A5080439623 @default.
- W2785694663 hasConcept C106131492 @default.
- W2785694663 hasConcept C111919701 @default.
- W2785694663 hasConcept C11413529 @default.
- W2785694663 hasConcept C115961682 @default.
- W2785694663 hasConcept C124101348 @default.
- W2785694663 hasConcept C138885662 @default.
- W2785694663 hasConcept C140779682 @default.
- W2785694663 hasConcept C144024400 @default.
- W2785694663 hasConcept C154945302 @default.
- W2785694663 hasConcept C170858558 @default.
- W2785694663 hasConcept C17744445 @default.
- W2785694663 hasConcept C19165224 @default.
- W2785694663 hasConcept C199539241 @default.
- W2785694663 hasConcept C2776359362 @default.
- W2785694663 hasConcept C2776401178 @default.
- W2785694663 hasConcept C2777212361 @default.
- W2785694663 hasConcept C2778572836 @default.
- W2785694663 hasConcept C2780009758 @default.
- W2785694663 hasConcept C2781316041 @default.
- W2785694663 hasConcept C31972630 @default.
- W2785694663 hasConcept C41008148 @default.
- W2785694663 hasConcept C41895202 @default.
- W2785694663 hasConcept C94625758 @default.
- W2785694663 hasConceptScore W2785694663C106131492 @default.
- W2785694663 hasConceptScore W2785694663C111919701 @default.
- W2785694663 hasConceptScore W2785694663C11413529 @default.
- W2785694663 hasConceptScore W2785694663C115961682 @default.
- W2785694663 hasConceptScore W2785694663C124101348 @default.
- W2785694663 hasConceptScore W2785694663C138885662 @default.
- W2785694663 hasConceptScore W2785694663C140779682 @default.
- W2785694663 hasConceptScore W2785694663C144024400 @default.
- W2785694663 hasConceptScore W2785694663C154945302 @default.
- W2785694663 hasConceptScore W2785694663C170858558 @default.
- W2785694663 hasConceptScore W2785694663C17744445 @default.
- W2785694663 hasConceptScore W2785694663C19165224 @default.
- W2785694663 hasConceptScore W2785694663C199539241 @default.
- W2785694663 hasConceptScore W2785694663C2776359362 @default.
- W2785694663 hasConceptScore W2785694663C2776401178 @default.
- W2785694663 hasConceptScore W2785694663C2777212361 @default.
- W2785694663 hasConceptScore W2785694663C2778572836 @default.
- W2785694663 hasConceptScore W2785694663C2780009758 @default.
- W2785694663 hasConceptScore W2785694663C2781316041 @default.
- W2785694663 hasConceptScore W2785694663C31972630 @default.
- W2785694663 hasConceptScore W2785694663C41008148 @default.
- W2785694663 hasConceptScore W2785694663C41895202 @default.
- W2785694663 hasConceptScore W2785694663C94625758 @default.
- W2785694663 hasLocation W27856946631 @default.
- W2785694663 hasOpenAccess W2785694663 @default.
- W2785694663 hasPrimaryLocation W27856946631 @default.
- W2785694663 hasRelatedWork W120376054 @default.
- W2785694663 hasRelatedWork W1575076783 @default.
- W2785694663 hasRelatedWork W1893474868 @default.
- W2785694663 hasRelatedWork W1950452052 @default.
- W2785694663 hasRelatedWork W2001536670 @default.
- W2785694663 hasRelatedWork W2100960835 @default.
- W2785694663 hasRelatedWork W2128884519 @default.
- W2785694663 hasRelatedWork W2158813839 @default.
- W2785694663 hasRelatedWork W2187580259 @default.
- W2785694663 hasRelatedWork W2307159622 @default.
- W2785694663 hasRelatedWork W2752853104 @default.
- W2785694663 hasRelatedWork W2793805301 @default.
- W2785694663 hasRelatedWork W2809954236 @default.
- W2785694663 hasRelatedWork W2949277570 @default.
- W2785694663 hasRelatedWork W2949638250 @default.
- W2785694663 hasRelatedWork W2949923404 @default.
- W2785694663 hasRelatedWork W2963992001 @default.
- W2785694663 hasRelatedWork W3023309920 @default.
- W2785694663 hasRelatedWork W3034396216 @default.
- W2785694663 hasRelatedWork W3133696687 @default.
- W2785694663 isParatext "false" @default.
- W2785694663 isRetracted "false" @default.
- W2785694663 magId "2785694663" @default.
- W2785694663 workType "article" @default.