FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2936687512> ?p ?o ?g. }

• W2936687512 abstract "There is a growing body of work that proposes methods for mitigating bias in machine learning systems. These methods typically rely on access to protected attributes such as race, gender, or age. However, this raises two significant challenges: (1) protected attributes may not be available or it may not be legal to use them, and (2) it is often desirable to simultaneously consider multiple protected attributes, as well as their intersections. In the context of mitigating bias in occupation classification, we propose a method for discouraging correlation between the predicted probability of an individual's true occupation and a word embedding of their name. This method leverages the societal biases that are encoded in word embeddings, eliminating the need for access to protected attributes. Crucially, it only requires access to individuals' names at training time and not at deployment time. We evaluate two variations of our proposed method using a large-scale dataset of online biographies. We find that both variations simultaneously reduce race and gender biases, with almost no reduction in the classifier's overall true positive rate." @default.
• W2936687512 created "2019-04-25" @default.
• W2936687512 creator A5002843568 @default.
• W2936687512 creator A5007082382 @default.
• W2936687512 creator A5014101282 @default.
• W2936687512 creator A5038662431 @default.
• W2936687512 creator A5038929654 @default.
• W2936687512 creator A5046348432 @default.
• W2936687512 creator A5057438082 @default.
• W2936687512 creator A5071195197 @default.
• W2936687512 creator A5071360545 @default.
• W2936687512 creator A5086904495 @default.
• W2936687512 date "2019-04-10" @default.
• W2936687512 modified "2023-09-27" @default.
• W2936687512 title "What's in a Name? Reducing Bias in Bios without Access to Protected Attributes" @default.
• W2936687512 cites W1522301498 @default.
• W2936687512 cites W2073459066 @default.
• W2936687512 cites W2100960835 @default.
• W2936687512 cites W2371804352 @default.
• W2936687512 cites W2483215953 @default.
• W2936687512 cites W2530395818 @default.
• W2936687512 cites W2610332124 @default.
• W2936687512 cites W2726674076 @default.
• W2936687512 cites W2790831573 @default.
• W2936687512 cites W2893425640 @default.
• W2936687512 cites W2903795157 @default.
• W2936687512 cites W2909858225 @default.
• W2936687512 cites W2952566282 @default.
• W2936687512 cites W2963116854 @default.
• W2936687512 cites W2964031043 @default.
• W2936687512 cites W3023309920 @default.
• W2936687512 cites W3099361686 @default.
• W2936687512 cites W3123127232 @default.
• W2936687512 cites W3123374861 @default.
• W2936687512 cites W3125937743 @default.
• W2936687512 cites W3126125513 @default.
• W2936687512 hasPublicationYear "2019" @default.
• W2936687512 type Work @default.
• W2936687512 sameAs 2936687512 @default.
• W2936687512 citedByCount "22" @default.
• W2936687512 countsByYear W29366875122019 @default.
• W2936687512 countsByYear W29366875122020 @default.
• W2936687512 countsByYear W29366875122021 @default.
• W2936687512 countsByYear W29366875122022 @default.
• W2936687512 crossrefType "posted-content" @default.
• W2936687512 hasAuthorship W2936687512A5002843568 @default.
• W2936687512 hasAuthorship W2936687512A5007082382 @default.
• W2936687512 hasAuthorship W2936687512A5014101282 @default.
• W2936687512 hasAuthorship W2936687512A5038662431 @default.
• W2936687512 hasAuthorship W2936687512A5038929654 @default.
• W2936687512 hasAuthorship W2936687512A5046348432 @default.
• W2936687512 hasAuthorship W2936687512A5057438082 @default.
• W2936687512 hasAuthorship W2936687512A5071195197 @default.
• W2936687512 hasAuthorship W2936687512A5071360545 @default.
• W2936687512 hasAuthorship W2936687512A5086904495 @default.
• W2936687512 hasConcept C105339364 @default.
• W2936687512 hasConcept C107993555 @default.
• W2936687512 hasConcept C111919701 @default.
• W2936687512 hasConcept C119857082 @default.
• W2936687512 hasConcept C138885662 @default.
• W2936687512 hasConcept C144024400 @default.
• W2936687512 hasConcept C154945302 @default.
• W2936687512 hasConcept C166957645 @default.
• W2936687512 hasConcept C204321447 @default.
• W2936687512 hasConcept C205649164 @default.
• W2936687512 hasConcept C2779343474 @default.
• W2936687512 hasConcept C40969351 @default.
• W2936687512 hasConcept C41008148 @default.
• W2936687512 hasConcept C41895202 @default.
• W2936687512 hasConcept C76509639 @default.
• W2936687512 hasConcept C90805587 @default.
• W2936687512 hasConcept C95623464 @default.
• W2936687512 hasConceptScore W2936687512C105339364 @default.
• W2936687512 hasConceptScore W2936687512C107993555 @default.
• W2936687512 hasConceptScore W2936687512C111919701 @default.
• W2936687512 hasConceptScore W2936687512C119857082 @default.
• W2936687512 hasConceptScore W2936687512C138885662 @default.
• W2936687512 hasConceptScore W2936687512C144024400 @default.
• W2936687512 hasConceptScore W2936687512C154945302 @default.
• W2936687512 hasConceptScore W2936687512C166957645 @default.
• W2936687512 hasConceptScore W2936687512C204321447 @default.
• W2936687512 hasConceptScore W2936687512C205649164 @default.
• W2936687512 hasConceptScore W2936687512C2779343474 @default.
• W2936687512 hasConceptScore W2936687512C40969351 @default.
• W2936687512 hasConceptScore W2936687512C41008148 @default.
• W2936687512 hasConceptScore W2936687512C41895202 @default.
• W2936687512 hasConceptScore W2936687512C76509639 @default.
• W2936687512 hasConceptScore W2936687512C90805587 @default.
• W2936687512 hasConceptScore W2936687512C95623464 @default.
• W2936687512 hasLocation W29366875121 @default.
• W2936687512 hasOpenAccess W2936687512 @default.
• W2936687512 hasPrimaryLocation W29366875121 @default.
• W2936687512 hasRelatedWork W2100960835 @default.
• W2936687512 hasRelatedWork W2483215953 @default.
• W2936687512 hasRelatedWork W2530395818 @default.
• W2936687512 hasRelatedWork W2739810148 @default.
• W2936687512 hasRelatedWork W2791170418 @default.
• W2936687512 hasRelatedWork W2802105481 @default.
• W2936687512 hasRelatedWork W2888161220 @default.
• W2936687512 hasRelatedWork W2889624842 @default.

• next