Matches in SemOpenAlex for { <https://semopenalex.org/work/W4320341650> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4320341650 abstract "Several recent works encourage the use of a Bayesian framework when assessing performance and fairness metrics of a classification algorithm in a supervised setting. We propose the Uncertainty Matters (UM) framework that generalizes a Beta-Binomial approach to derive the posterior distribution of any criteria combination, allowing stable performance assessment in a bias-aware setting.We suggest modeling the confusion matrix of each demographic group using a Multinomial distribution updated through a Bayesian procedure. We extend UM to be applicable under the popular K-fold cross-validation procedure. Experiments highlight the benefits of UM over classical evaluation frameworks regarding informativeness and stability." @default.
- W4320341650 created "2023-02-13" @default.
- W4320341650 creator A5021434291 @default.
- W4320341650 creator A5050500830 @default.
- W4320341650 creator A5063380364 @default.
- W4320341650 creator A5070021686 @default.
- W4320341650 date "2023-02-02" @default.
- W4320341650 modified "2023-09-23" @default.
- W4320341650 title "Uncertainty in Fairness Assessment: Maintaining Stable Conclusions Despite Fluctuations" @default.
- W4320341650 doi "https://doi.org/10.48550/arxiv.2302.01079" @default.
- W4320341650 hasPublicationYear "2023" @default.
- W4320341650 type Work @default.
- W4320341650 citedByCount "0" @default.
- W4320341650 crossrefType "posted-content" @default.
- W4320341650 hasAuthorship W4320341650A5021434291 @default.
- W4320341650 hasAuthorship W4320341650A5050500830 @default.
- W4320341650 hasAuthorship W4320341650A5063380364 @default.
- W4320341650 hasAuthorship W4320341650A5070021686 @default.
- W4320341650 hasBestOaLocation W43203416501 @default.
- W4320341650 hasConcept C105795698 @default.
- W4320341650 hasConcept C107673813 @default.
- W4320341650 hasConcept C11171543 @default.
- W4320341650 hasConcept C112972136 @default.
- W4320341650 hasConcept C119857082 @default.
- W4320341650 hasConcept C149782125 @default.
- W4320341650 hasConcept C154945302 @default.
- W4320341650 hasConcept C15744967 @default.
- W4320341650 hasConcept C192065140 @default.
- W4320341650 hasConcept C21621910 @default.
- W4320341650 hasConcept C2781140086 @default.
- W4320341650 hasConcept C2781315470 @default.
- W4320341650 hasConcept C33923547 @default.
- W4320341650 hasConcept C41008148 @default.
- W4320341650 hasConceptScore W4320341650C105795698 @default.
- W4320341650 hasConceptScore W4320341650C107673813 @default.
- W4320341650 hasConceptScore W4320341650C11171543 @default.
- W4320341650 hasConceptScore W4320341650C112972136 @default.
- W4320341650 hasConceptScore W4320341650C119857082 @default.
- W4320341650 hasConceptScore W4320341650C149782125 @default.
- W4320341650 hasConceptScore W4320341650C154945302 @default.
- W4320341650 hasConceptScore W4320341650C15744967 @default.
- W4320341650 hasConceptScore W4320341650C192065140 @default.
- W4320341650 hasConceptScore W4320341650C21621910 @default.
- W4320341650 hasConceptScore W4320341650C2781140086 @default.
- W4320341650 hasConceptScore W4320341650C2781315470 @default.
- W4320341650 hasConceptScore W4320341650C33923547 @default.
- W4320341650 hasConceptScore W4320341650C41008148 @default.
- W4320341650 hasLocation W43203416501 @default.
- W4320341650 hasOpenAccess W4320341650 @default.
- W4320341650 hasPrimaryLocation W43203416501 @default.
- W4320341650 hasRelatedWork W2022978402 @default.
- W4320341650 hasRelatedWork W2116366990 @default.
- W4320341650 hasRelatedWork W2117569500 @default.
- W4320341650 hasRelatedWork W2170481316 @default.
- W4320341650 hasRelatedWork W2313210471 @default.
- W4320341650 hasRelatedWork W2350205425 @default.
- W4320341650 hasRelatedWork W2492320770 @default.
- W4320341650 hasRelatedWork W2523405416 @default.
- W4320341650 hasRelatedWork W3017192042 @default.
- W4320341650 hasRelatedWork W3125620723 @default.
- W4320341650 isParatext "false" @default.
- W4320341650 isRetracted "false" @default.
- W4320341650 workType "article" @default.