Matches in SemOpenAlex for { <https://semopenalex.org/work/W2892912084> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2892912084 abstract "Society increasingly relies on machine learning models for automated decision making. Yet, efficiency gains from automation have come paired with concern for algorithmic discrimination that can systematize inequality. Recent work has proposed optimal post-processing methods that randomize classification decisions for a fraction of individuals, in order to achieve fairness measures related to parity in errors and calibration. These methods, however, have raised concern due to the information inefficiency, intra-group unfairness, and Pareto sub-optimality they entail. The present work proposes an alternative active framework for fair classification, where, in deployment, a decision-maker adaptively acquires information according to the needs of different groups or individuals, towards balancing disparities in classification performance. We propose two such methods, where information collection is adapted to group- and individual-level needs respectively. We show on real-world datasets that these can achieve: 1) calibration and single error parity (e.g., equal opportunity); and 2) parity in both false positive and false negative rates (i.e., equal odds). Moreover, we show that by leveraging their additional degree of freedom, active approaches can substantially outperform randomization-based classifiers previously considered optimal, while avoiding limitations such as intra-group unfairness." @default.
- W2892912084 created "2018-10-05" @default.
- W2892912084 creator A5035791917 @default.
- W2892912084 creator A5046689828 @default.
- W2892912084 creator A5067118505 @default.
- W2892912084 creator A5071122166 @default.
- W2892912084 date "2018-09-28" @default.
- W2892912084 modified "2023-09-28" @default.
- W2892912084 title "Active Fairness in Algorithmic Decision Making" @default.
- W2892912084 cites W1453222892 @default.
- W2892912084 cites W1713871284 @default.
- W2892912084 cites W1948082934 @default.
- W2892912084 cites W1974133381 @default.
- W2892912084 cites W2008492531 @default.
- W2892912084 cites W2094685358 @default.
- W2892912084 cites W2103780778 @default.
- W2892912084 cites W2116666691 @default.
- W2892912084 cites W2123170466 @default.
- W2892912084 cites W2125055259 @default.
- W2892912084 cites W2165210625 @default.
- W2892912084 cites W2203167467 @default.
- W2892912084 cites W2371804352 @default.
- W2892912084 cites W2584805976 @default.
- W2892912084 cites W2597425331 @default.
- W2892912084 cites W2606013986 @default.
- W2892912084 cites W2626304810 @default.
- W2892912084 cites W2740409505 @default.
- W2892912084 cites W2778670458 @default.
- W2892912084 cites W2790628304 @default.
- W2892912084 cites W2790744245 @default.
- W2892912084 cites W2885659818 @default.
- W2892912084 cites W2914331073 @default.
- W2892912084 cites W2950538796 @default.
- W2892912084 cites W2962922665 @default.
- W2892912084 cites W2963178340 @default.
- W2892912084 cites W3120740533 @default.
- W2892912084 cites W88484647 @default.
- W2892912084 hasPublicationYear "2018" @default.
- W2892912084 type Work @default.
- W2892912084 sameAs 2892912084 @default.
- W2892912084 citedByCount "4" @default.
- W2892912084 countsByYear W28929120842018 @default.
- W2892912084 countsByYear W28929120842019 @default.
- W2892912084 countsByYear W28929120842020 @default.
- W2892912084 crossrefType "posted-content" @default.
- W2892912084 hasAuthorship W2892912084A5035791917 @default.
- W2892912084 hasAuthorship W2892912084A5046689828 @default.
- W2892912084 hasAuthorship W2892912084A5067118505 @default.
- W2892912084 hasAuthorship W2892912084A5071122166 @default.
- W2892912084 hasConcept C109214941 @default.
- W2892912084 hasConcept C119857082 @default.
- W2892912084 hasConcept C121332964 @default.
- W2892912084 hasConcept C143095724 @default.
- W2892912084 hasConcept C151956035 @default.
- W2892912084 hasConcept C154945302 @default.
- W2892912084 hasConcept C162324750 @default.
- W2892912084 hasConcept C175444787 @default.
- W2892912084 hasConcept C2777151079 @default.
- W2892912084 hasConcept C2778869765 @default.
- W2892912084 hasConcept C41008148 @default.
- W2892912084 hasConceptScore W2892912084C109214941 @default.
- W2892912084 hasConceptScore W2892912084C119857082 @default.
- W2892912084 hasConceptScore W2892912084C121332964 @default.
- W2892912084 hasConceptScore W2892912084C143095724 @default.
- W2892912084 hasConceptScore W2892912084C151956035 @default.
- W2892912084 hasConceptScore W2892912084C154945302 @default.
- W2892912084 hasConceptScore W2892912084C162324750 @default.
- W2892912084 hasConceptScore W2892912084C175444787 @default.
- W2892912084 hasConceptScore W2892912084C2777151079 @default.
- W2892912084 hasConceptScore W2892912084C2778869765 @default.
- W2892912084 hasConceptScore W2892912084C41008148 @default.
- W2892912084 hasOpenAccess W2892912084 @default.
- W2892912084 hasRelatedWork W2162670686 @default.
- W2892912084 hasRelatedWork W2540757487 @default.
- W2892912084 hasRelatedWork W2743843903 @default.
- W2892912084 hasRelatedWork W2783562753 @default.
- W2892912084 hasRelatedWork W2894938360 @default.
- W2892912084 hasRelatedWork W2913539872 @default.
- W2892912084 hasRelatedWork W2963718755 @default.
- W2892912084 hasRelatedWork W3031684522 @default.
- W2892912084 hasRelatedWork W3032530738 @default.
- W2892912084 hasRelatedWork W3042681549 @default.
- W2892912084 hasRelatedWork W3080361879 @default.
- W2892912084 hasRelatedWork W3105816959 @default.
- W2892912084 hasRelatedWork W3164140194 @default.
- W2892912084 hasRelatedWork W3175050552 @default.
- W2892912084 hasRelatedWork W3183371972 @default.
- W2892912084 hasRelatedWork W3205047645 @default.
- W2892912084 hasRelatedWork W3205133609 @default.
- W2892912084 hasRelatedWork W3207916240 @default.
- W2892912084 hasRelatedWork W3210804893 @default.
- W2892912084 hasRelatedWork W3090695317 @default.
- W2892912084 isParatext "false" @default.
- W2892912084 isRetracted "false" @default.
- W2892912084 magId "2892912084" @default.
- W2892912084 workType "article" @default.