Matches in SemOpenAlex for { <https://semopenalex.org/work/W2592677894> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W2592677894 abstract "In discrimination-aware classification, the pre-process methods for constructing a discrimination-free classifier first remove discrimination from the training data, and then learn the classifier from the cleaned data. However, they lack a theoretical guarantee for the potential discrimination when the classifier is deployed for prediction. In this paper, we fill this gap by mathematically bounding the discrimination in prediction. We adopt the causal model for modeling the data generation mechanism, and formally defining discrimination in population, in a dataset, and in prediction. We obtain two important theoretical results: (1) the discrimination in prediction can still exist even if the discrimination in the training data is completely removed; and (2) not all pre-process methods can ensure non-discrimination in prediction even though they can achieve non-discrimination in the modified training data. Based on the results, we develop a two-phase framework for constructing a discrimination-free classifier with a theoretical guarantee. The experiments demonstrate the theoretical results and show the effectiveness of our two-phase framework." @default.
- W2592677894 created "2017-03-16" @default.
- W2592677894 creator A5008463509 @default.
- W2592677894 creator A5044757881 @default.
- W2592677894 creator A5064324076 @default.
- W2592677894 date "2018-07-01" @default.
- W2592677894 modified "2023-10-16" @default.
- W2592677894 title "Achieving Non-Discrimination in Prediction" @default.
- W2592677894 doi "https://doi.org/10.24963/ijcai.2018/430" @default.
- W2592677894 hasPublicationYear "2018" @default.
- W2592677894 type Work @default.
- W2592677894 sameAs 2592677894 @default.
- W2592677894 citedByCount "18" @default.
- W2592677894 countsByYear W25926778942017 @default.
- W2592677894 countsByYear W25926778942018 @default.
- W2592677894 countsByYear W25926778942019 @default.
- W2592677894 countsByYear W25926778942020 @default.
- W2592677894 countsByYear W25926778942021 @default.
- W2592677894 countsByYear W25926778942022 @default.
- W2592677894 countsByYear W25926778942023 @default.
- W2592677894 crossrefType "proceedings-article" @default.
- W2592677894 hasAuthorship W2592677894A5008463509 @default.
- W2592677894 hasAuthorship W2592677894A5044757881 @default.
- W2592677894 hasAuthorship W2592677894A5064324076 @default.
- W2592677894 hasBestOaLocation W25926778941 @default.
- W2592677894 hasConcept C119857082 @default.
- W2592677894 hasConcept C124101348 @default.
- W2592677894 hasConcept C144024400 @default.
- W2592677894 hasConcept C149923435 @default.
- W2592677894 hasConcept C153180895 @default.
- W2592677894 hasConcept C154945302 @default.
- W2592677894 hasConcept C2908647359 @default.
- W2592677894 hasConcept C41008148 @default.
- W2592677894 hasConcept C51632099 @default.
- W2592677894 hasConcept C63584917 @default.
- W2592677894 hasConcept C95623464 @default.
- W2592677894 hasConceptScore W2592677894C119857082 @default.
- W2592677894 hasConceptScore W2592677894C124101348 @default.
- W2592677894 hasConceptScore W2592677894C144024400 @default.
- W2592677894 hasConceptScore W2592677894C149923435 @default.
- W2592677894 hasConceptScore W2592677894C153180895 @default.
- W2592677894 hasConceptScore W2592677894C154945302 @default.
- W2592677894 hasConceptScore W2592677894C2908647359 @default.
- W2592677894 hasConceptScore W2592677894C41008148 @default.
- W2592677894 hasConceptScore W2592677894C51632099 @default.
- W2592677894 hasConceptScore W2592677894C63584917 @default.
- W2592677894 hasConceptScore W2592677894C95623464 @default.
- W2592677894 hasLocation W25926778941 @default.
- W2592677894 hasLocation W25926778942 @default.
- W2592677894 hasOpenAccess W2592677894 @default.
- W2592677894 hasPrimaryLocation W25926778941 @default.
- W2592677894 hasRelatedWork W2001652754 @default.
- W2592677894 hasRelatedWork W2112343299 @default.
- W2592677894 hasRelatedWork W2549006548 @default.
- W2592677894 hasRelatedWork W2563096758 @default.
- W2592677894 hasRelatedWork W2623427976 @default.
- W2592677894 hasRelatedWork W2921036759 @default.
- W2592677894 hasRelatedWork W2961085424 @default.
- W2592677894 hasRelatedWork W3043252291 @default.
- W2592677894 hasRelatedWork W4214932115 @default.
- W2592677894 hasRelatedWork W3158004940 @default.
- W2592677894 isParatext "false" @default.
- W2592677894 isRetracted "false" @default.
- W2592677894 magId "2592677894" @default.
- W2592677894 workType "article" @default.