Matches in SemOpenAlex for { <https://semopenalex.org/work/W2791170418> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W2791170418 abstract "We introduce and illustrate a new approach to measuring and mitigating unintended bias in machine learning models. Our definition of unintended bias is parameterized by a test set and a subset of input features. We illustrate how this can be used to evaluate text classifiers using a synthetic test set and a public corpus of comments annotated for toxicity from Wikipedia Talk pages. We also demonstrate how imbalances in training data can lead to unintended bias in the resulting models, and therefore potentially unfair applications. We use a set of common demographic identity terms as the subset of input features on which we measure bias. This technique permits analysis in the common scenario where demographic information on authors and readers is unavailable, so that bias mitigation must focus on the content of the text itself. The mitigation method we introduce is an unsupervised approach based on balancing the training dataset. We demonstrate that this approach reduces the unintended bias without compromising overall model quality." @default.
- W2791170418 created "2018-03-29" @default.
- W2791170418 creator A5030217791 @default.
- W2791170418 creator A5048572090 @default.
- W2791170418 creator A5071940284 @default.
- W2791170418 creator A5076096997 @default.
- W2791170418 creator A5084311372 @default.
- W2791170418 date "2018-12-27" @default.
- W2791170418 modified "2023-10-14" @default.
- W2791170418 title "Measuring and Mitigating Unintended Bias in Text Classification" @default.
- W2791170418 cites W2014352947 @default.
- W2791170418 cites W2158698691 @default.
- W2791170418 cites W2540646130 @default.
- W2791170418 cites W2607719644 @default.
- W2791170418 doi "https://doi.org/10.1145/3278721.3278729" @default.
- W2791170418 hasPublicationYear "2018" @default.
- W2791170418 type Work @default.
- W2791170418 sameAs 2791170418 @default.
- W2791170418 citedByCount "352" @default.
- W2791170418 countsByYear W27911704182018 @default.
- W2791170418 countsByYear W27911704182019 @default.
- W2791170418 countsByYear W27911704182020 @default.
- W2791170418 countsByYear W27911704182021 @default.
- W2791170418 countsByYear W27911704182022 @default.
- W2791170418 countsByYear W27911704182023 @default.
- W2791170418 crossrefType "proceedings-article" @default.
- W2791170418 hasAuthorship W2791170418A5030217791 @default.
- W2791170418 hasAuthorship W2791170418A5048572090 @default.
- W2791170418 hasAuthorship W2791170418A5071940284 @default.
- W2791170418 hasAuthorship W2791170418A5076096997 @default.
- W2791170418 hasAuthorship W2791170418A5084311372 @default.
- W2791170418 hasBestOaLocation W27911704181 @default.
- W2791170418 hasConcept C111472728 @default.
- W2791170418 hasConcept C11413529 @default.
- W2791170418 hasConcept C119857082 @default.
- W2791170418 hasConcept C120665830 @default.
- W2791170418 hasConcept C121332964 @default.
- W2791170418 hasConcept C124101348 @default.
- W2791170418 hasConcept C138885662 @default.
- W2791170418 hasConcept C154945302 @default.
- W2791170418 hasConcept C165464430 @default.
- W2791170418 hasConcept C177264268 @default.
- W2791170418 hasConcept C17744445 @default.
- W2791170418 hasConcept C192209626 @default.
- W2791170418 hasConcept C199360897 @default.
- W2791170418 hasConcept C199539241 @default.
- W2791170418 hasConcept C204321447 @default.
- W2791170418 hasConcept C23123220 @default.
- W2791170418 hasConcept C2776889888 @default.
- W2791170418 hasConcept C2779530757 @default.
- W2791170418 hasConcept C41008148 @default.
- W2791170418 hasConcept C51632099 @default.
- W2791170418 hasConceptScore W2791170418C111472728 @default.
- W2791170418 hasConceptScore W2791170418C11413529 @default.
- W2791170418 hasConceptScore W2791170418C119857082 @default.
- W2791170418 hasConceptScore W2791170418C120665830 @default.
- W2791170418 hasConceptScore W2791170418C121332964 @default.
- W2791170418 hasConceptScore W2791170418C124101348 @default.
- W2791170418 hasConceptScore W2791170418C138885662 @default.
- W2791170418 hasConceptScore W2791170418C154945302 @default.
- W2791170418 hasConceptScore W2791170418C165464430 @default.
- W2791170418 hasConceptScore W2791170418C177264268 @default.
- W2791170418 hasConceptScore W2791170418C17744445 @default.
- W2791170418 hasConceptScore W2791170418C192209626 @default.
- W2791170418 hasConceptScore W2791170418C199360897 @default.
- W2791170418 hasConceptScore W2791170418C199539241 @default.
- W2791170418 hasConceptScore W2791170418C204321447 @default.
- W2791170418 hasConceptScore W2791170418C23123220 @default.
- W2791170418 hasConceptScore W2791170418C2776889888 @default.
- W2791170418 hasConceptScore W2791170418C2779530757 @default.
- W2791170418 hasConceptScore W2791170418C41008148 @default.
- W2791170418 hasConceptScore W2791170418C51632099 @default.
- W2791170418 hasLocation W27911704181 @default.
- W2791170418 hasOpenAccess W2791170418 @default.
- W2791170418 hasPrimaryLocation W27911704181 @default.
- W2791170418 hasRelatedWork W1488266984 @default.
- W2791170418 hasRelatedWork W2612668183 @default.
- W2791170418 hasRelatedWork W2743606042 @default.
- W2791170418 hasRelatedWork W2791170418 @default.
- W2791170418 hasRelatedWork W2792951589 @default.
- W2791170418 hasRelatedWork W2916492174 @default.
- W2791170418 hasRelatedWork W3107474891 @default.
- W2791170418 hasRelatedWork W3166486483 @default.
- W2791170418 hasRelatedWork W3201070945 @default.
- W2791170418 hasRelatedWork W88325386 @default.
- W2791170418 isParatext "false" @default.
- W2791170418 isRetracted "false" @default.
- W2791170418 magId "2791170418" @default.
- W2791170418 workType "article" @default.