Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313477600> ?p ?o ?g. }
- W4313477600 abstract "Modern machine learning (ML) models are becoming increasingly popular and are widely used in decision-making systems. However, studies have shown critical issues of ML discrimination and unfairness, which hinder their adoption on high-stake applications. Recent research on fair classifiers has drawn significant attention to developing effective algorithms to achieve fairness and good classification performance. Despite the great success of these fairness-aware machine learning models, most of the existing models require sensitive attributes to pre-process the data, regularize the model learning or post-process the prediction to have fair predictions. However, sensitive attributes are often incomplete or even unavailable due to privacy, legal or regulation restrictions. Though we lack the sensitive attribute for training a fair model in the target domain, there might exist a similar domain that has sensitive attributes. Thus, it is important to exploit auxiliary information from a similar domain to help improve fair classification in the target domain. Therefore, in this paper, we study a novel problem of exploring domain adaptation for fair classification. We propose a new framework that can learn to adapt the sensitive attributes from a source domain for fair classification in the target domain. Extensive experiments on real-world datasets illustrate the effectiveness of the proposed model for fair classification, even when no sensitive attributes are available in the target domain." @default.
- W4313477600 created "2023-01-06" @default.
- W4313477600 creator A5005329494 @default.
- W4313477600 creator A5034240233 @default.
- W4313477600 creator A5058670321 @default.
- W4313477600 creator A5063627915 @default.
- W4313477600 date "2023-01-04" @default.
- W4313477600 modified "2023-09-26" @default.
- W4313477600 title "Fair classification via domain adaptation: A dual adversarial learning approach" @default.
- W4313477600 cites W123476658 @default.
- W4313477600 cites W1731081199 @default.
- W4313477600 cites W2116984840 @default.
- W4313477600 cites W2165698076 @default.
- W4313477600 cites W2331466950 @default.
- W4313477600 cites W2550080458 @default.
- W4313477600 cites W2791170418 @default.
- W4313477600 cites W2904549000 @default.
- W4313477600 cites W2951132905 @default.
- W4313477600 cites W2959183777 @default.
- W4313477600 cites W2959197226 @default.
- W4313477600 cites W3035447285 @default.
- W4313477600 cites W3041133507 @default.
- W4313477600 cites W3080365325 @default.
- W4313477600 cites W3198760712 @default.
- W4313477600 cites W3217739519 @default.
- W4313477600 cites W4281382720 @default.
- W4313477600 cites W4285790115 @default.
- W4313477600 cites W4293518999 @default.
- W4313477600 cites W4386094675 @default.
- W4313477600 doi "https://doi.org/10.3389/fdata.2022.1049565" @default.
- W4313477600 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36687771" @default.
- W4313477600 hasPublicationYear "2023" @default.
- W4313477600 type Work @default.
- W4313477600 citedByCount "0" @default.
- W4313477600 crossrefType "journal-article" @default.
- W4313477600 hasAuthorship W4313477600A5005329494 @default.
- W4313477600 hasAuthorship W4313477600A5034240233 @default.
- W4313477600 hasAuthorship W4313477600A5058670321 @default.
- W4313477600 hasAuthorship W4313477600A5063627915 @default.
- W4313477600 hasBestOaLocation W43134776001 @default.
- W4313477600 hasConcept C111919701 @default.
- W4313477600 hasConcept C119857082 @default.
- W4313477600 hasConcept C120665830 @default.
- W4313477600 hasConcept C121332964 @default.
- W4313477600 hasConcept C124101348 @default.
- W4313477600 hasConcept C124952713 @default.
- W4313477600 hasConcept C134306372 @default.
- W4313477600 hasConcept C139807058 @default.
- W4313477600 hasConcept C142362112 @default.
- W4313477600 hasConcept C154945302 @default.
- W4313477600 hasConcept C165696696 @default.
- W4313477600 hasConcept C2776434776 @default.
- W4313477600 hasConcept C2780980858 @default.
- W4313477600 hasConcept C33923547 @default.
- W4313477600 hasConcept C36503486 @default.
- W4313477600 hasConcept C37736160 @default.
- W4313477600 hasConcept C38652104 @default.
- W4313477600 hasConcept C41008148 @default.
- W4313477600 hasConcept C95623464 @default.
- W4313477600 hasConcept C98045186 @default.
- W4313477600 hasConceptScore W4313477600C111919701 @default.
- W4313477600 hasConceptScore W4313477600C119857082 @default.
- W4313477600 hasConceptScore W4313477600C120665830 @default.
- W4313477600 hasConceptScore W4313477600C121332964 @default.
- W4313477600 hasConceptScore W4313477600C124101348 @default.
- W4313477600 hasConceptScore W4313477600C124952713 @default.
- W4313477600 hasConceptScore W4313477600C134306372 @default.
- W4313477600 hasConceptScore W4313477600C139807058 @default.
- W4313477600 hasConceptScore W4313477600C142362112 @default.
- W4313477600 hasConceptScore W4313477600C154945302 @default.
- W4313477600 hasConceptScore W4313477600C165696696 @default.
- W4313477600 hasConceptScore W4313477600C2776434776 @default.
- W4313477600 hasConceptScore W4313477600C2780980858 @default.
- W4313477600 hasConceptScore W4313477600C33923547 @default.
- W4313477600 hasConceptScore W4313477600C36503486 @default.
- W4313477600 hasConceptScore W4313477600C37736160 @default.
- W4313477600 hasConceptScore W4313477600C38652104 @default.
- W4313477600 hasConceptScore W4313477600C41008148 @default.
- W4313477600 hasConceptScore W4313477600C95623464 @default.
- W4313477600 hasConceptScore W4313477600C98045186 @default.
- W4313477600 hasLocation W43134776001 @default.
- W4313477600 hasLocation W43134776002 @default.
- W4313477600 hasLocation W43134776003 @default.
- W4313477600 hasLocation W43134776004 @default.
- W4313477600 hasLocation W43134776005 @default.
- W4313477600 hasOpenAccess W4313477600 @default.
- W4313477600 hasPrimaryLocation W43134776001 @default.
- W4313477600 hasRelatedWork W2951876757 @default.
- W4313477600 hasRelatedWork W2987337440 @default.
- W4313477600 hasRelatedWork W3010637932 @default.
- W4313477600 hasRelatedWork W3037757213 @default.
- W4313477600 hasRelatedWork W3046843850 @default.
- W4313477600 hasRelatedWork W3124408655 @default.
- W4313477600 hasRelatedWork W3174713482 @default.
- W4313477600 hasRelatedWork W4297785512 @default.
- W4313477600 hasRelatedWork W4376166954 @default.
- W4313477600 hasRelatedWork W4386716251 @default.
- W4313477600 hasVolume "5" @default.
- W4313477600 isParatext "false" @default.
- W4313477600 isRetracted "false" @default.