Matches in SemOpenAlex for { <https://semopenalex.org/work/W3208128575> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3208128575 abstract "We consider a selection problem where sequentially arrived applicants apply for a limited number of positions/jobs. At each time step, a decision maker accepts or rejects the given applicant using a pre-trained supervised learning model until all the vacant positions are filled. In this paper, we discuss whether the fairness notions (e.g., equal opportunity, statistical parity, etc.) that are commonly used in classification problems are suitable for the sequential selection problems. In particular, we show that even with a pre-trained model that satisfies the common fairness notions, the selection outcomes may still be biased against certain demographic groups. This observation implies that the fairness notions used in classification problems are not suitable for a selection problem where the applicants compete for a limited number of positions. We introduce a new fairness notion, ``Equal Selection (ES),'' suitable for sequential selection problems and propose a post-processing approach to satisfy the ES fairness notion. We also consider a setting where the applicants have privacy concerns, and the decision maker only has access to the noisy version of sensitive attributes. In this setting, we can show that the perfect ES fairness can still be attained under certain conditions." @default.
- W3208128575 created "2021-11-08" @default.
- W3208128575 creator A5069974528 @default.
- W3208128575 creator A5078967045 @default.
- W3208128575 creator A5087948955 @default.
- W3208128575 date "2021-10-26" @default.
- W3208128575 modified "2023-09-27" @default.
- W3208128575 title "Fair Sequential Selection Using Supervised Learning Models" @default.
- W3208128575 cites W2100960835 @default.
- W3208128575 cites W2116984840 @default.
- W3208128575 cites W2119874464 @default.
- W3208128575 cites W2162670686 @default.
- W3208128575 cites W2245160765 @default.
- W3208128575 cites W2396394641 @default.
- W3208128575 cites W2473418344 @default.
- W3208128575 cites W2530395818 @default.
- W3208128575 cites W2584805976 @default.
- W3208128575 cites W2785011159 @default.
- W3208128575 cites W2873705236 @default.
- W3208128575 cites W2911749777 @default.
- W3208128575 cites W2943927551 @default.
- W3208128575 cites W2946133803 @default.
- W3208128575 cites W2946346162 @default.
- W3208128575 cites W2950103651 @default.
- W3208128575 cites W2962774530 @default.
- W3208128575 cites W2963178340 @default.
- W3208128575 cites W2963327716 @default.
- W3208128575 cites W2963512460 @default.
- W3208128575 cites W2963771282 @default.
- W3208128575 cites W2964214154 @default.
- W3208128575 cites W2964436851 @default.
- W3208128575 cites W2964481303 @default.
- W3208128575 cites W2970291471 @default.
- W3208128575 cites W2971299448 @default.
- W3208128575 cites W2982007762 @default.
- W3208128575 cites W2999114164 @default.
- W3208128575 cites W3007366319 @default.
- W3208128575 cites W3008907338 @default.
- W3208128575 cites W3016227400 @default.
- W3208128575 cites W3030627484 @default.
- W3208128575 cites W3037134569 @default.
- W3208128575 cites W3100733716 @default.
- W3208128575 cites W3104475013 @default.
- W3208128575 cites W3175084944 @default.
- W3208128575 cites W2947305394 @default.
- W3208128575 hasPublicationYear "2021" @default.
- W3208128575 type Work @default.
- W3208128575 sameAs 3208128575 @default.
- W3208128575 citedByCount "0" @default.
- W3208128575 crossrefType "posted-content" @default.
- W3208128575 hasAuthorship W3208128575A5069974528 @default.
- W3208128575 hasAuthorship W3208128575A5078967045 @default.
- W3208128575 hasAuthorship W3208128575A5087948955 @default.
- W3208128575 hasConcept C109214941 @default.
- W3208128575 hasConcept C119857082 @default.
- W3208128575 hasConcept C121332964 @default.
- W3208128575 hasConcept C154945302 @default.
- W3208128575 hasConcept C2777151079 @default.
- W3208128575 hasConcept C2986080485 @default.
- W3208128575 hasConcept C33923547 @default.
- W3208128575 hasConcept C41008148 @default.
- W3208128575 hasConcept C42475967 @default.
- W3208128575 hasConcept C81917197 @default.
- W3208128575 hasConceptScore W3208128575C109214941 @default.
- W3208128575 hasConceptScore W3208128575C119857082 @default.
- W3208128575 hasConceptScore W3208128575C121332964 @default.
- W3208128575 hasConceptScore W3208128575C154945302 @default.
- W3208128575 hasConceptScore W3208128575C2777151079 @default.
- W3208128575 hasConceptScore W3208128575C2986080485 @default.
- W3208128575 hasConceptScore W3208128575C33923547 @default.
- W3208128575 hasConceptScore W3208128575C41008148 @default.
- W3208128575 hasConceptScore W3208128575C42475967 @default.
- W3208128575 hasConceptScore W3208128575C81917197 @default.
- W3208128575 hasLocation W32081285751 @default.
- W3208128575 hasOpenAccess W3208128575 @default.
- W3208128575 hasPrimaryLocation W32081285751 @default.
- W3208128575 hasRelatedWork W1986327434 @default.
- W3208128575 hasRelatedWork W2100960835 @default.
- W3208128575 hasRelatedWork W2521833006 @default.
- W3208128575 hasRelatedWork W2788416960 @default.
- W3208128575 hasRelatedWork W2889252776 @default.
- W3208128575 hasRelatedWork W2946133803 @default.
- W3208128575 hasRelatedWork W2973221274 @default.
- W3208128575 hasRelatedWork W3004274102 @default.
- W3208128575 hasRelatedWork W3006065714 @default.
- W3208128575 hasRelatedWork W3028722847 @default.
- W3208128575 hasRelatedWork W3034895313 @default.
- W3208128575 hasRelatedWork W3082738012 @default.
- W3208128575 hasRelatedWork W3087092351 @default.
- W3208128575 hasRelatedWork W3092987189 @default.
- W3208128575 hasRelatedWork W3099803834 @default.
- W3208128575 hasRelatedWork W3122654504 @default.
- W3208128575 hasRelatedWork W3127080117 @default.
- W3208128575 hasRelatedWork W3157386931 @default.
- W3208128575 hasRelatedWork W3175414758 @default.
- W3208128575 hasRelatedWork W2103656137 @default.
- W3208128575 isParatext "false" @default.
- W3208128575 isRetracted "false" @default.
- W3208128575 magId "3208128575" @default.
- W3208128575 workType "article" @default.