Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308462312> ?p ?o ?g. }
- W4308462312 endingPage "103132" @default.
- W4308462312 startingPage "103132" @default.
- W4308462312 abstract "The measures typically used to assess binary classification problems fail to incorporate the uncertainty inherent to many contexts into the results. We propose using a Bayesian model to express the uncertainty in binary classification problems. This study identified 10 previous studies that provided sufficient data to demonstrate the use of Bayesian analysis in Information Systems (IS) contexts with varying levels of uncertainty. The analysis and user study show that the addition of Bayesian analysis is most useful in high uncertainty contexts with a wide interval for positive predictive value. Such an interval will lead to high uncertainty, even with very certain sensitivity and specificity. The usefulness of Bayesian analysis in conditions of medium uncertainty depends on the context. In conditions of low uncertainty, Bayesian analysis does not add much value. The user study showed that presenting models with uncertainty changed researcher perception of which model performed the best with 18 of 21 researchers changing their opinion. We recommend that authors estimate the uncertainty in their models and provide confusion matrices and prevalence estimates in their results to enable Bayesian analysis as research in a domain matures." @default.
- W4308462312 created "2022-11-12" @default.
- W4308462312 creator A5058170788 @default.
- W4308462312 creator A5059894868 @default.
- W4308462312 date "2023-01-01" @default.
- W4308462312 modified "2023-09-24" @default.
- W4308462312 title "Expressing uncertainty in information systems analytics research: A demonstration of Bayesian analysis applied to binary classification problems" @default.
- W4308462312 cites W1967485420 @default.
- W4308462312 cites W1996020380 @default.
- W4308462312 cites W1997534896 @default.
- W4308462312 cites W2018450662 @default.
- W4308462312 cites W2036879158 @default.
- W4308462312 cites W2056760934 @default.
- W4308462312 cites W2058755574 @default.
- W4308462312 cites W2131816657 @default.
- W4308462312 cites W2147962921 @default.
- W4308462312 cites W2167332641 @default.
- W4308462312 cites W2172000360 @default.
- W4308462312 cites W2562909420 @default.
- W4308462312 cites W2563585333 @default.
- W4308462312 cites W2577537660 @default.
- W4308462312 cites W2808943289 @default.
- W4308462312 cites W2984293322 @default.
- W4308462312 cites W3015200424 @default.
- W4308462312 cites W3021219025 @default.
- W4308462312 cites W3025204993 @default.
- W4308462312 cites W3035575394 @default.
- W4308462312 cites W3039367129 @default.
- W4308462312 cites W3118316820 @default.
- W4308462312 cites W3119042974 @default.
- W4308462312 cites W3123412255 @default.
- W4308462312 cites W3128553169 @default.
- W4308462312 cites W3129339224 @default.
- W4308462312 cites W3157814027 @default.
- W4308462312 cites W3159405644 @default.
- W4308462312 cites W3163753813 @default.
- W4308462312 cites W3177389962 @default.
- W4308462312 cites W3184784506 @default.
- W4308462312 cites W3191047246 @default.
- W4308462312 cites W3193479815 @default.
- W4308462312 cites W3200286571 @default.
- W4308462312 cites W3208863426 @default.
- W4308462312 cites W3209312188 @default.
- W4308462312 cites W3215282286 @default.
- W4308462312 cites W4206365207 @default.
- W4308462312 cites W4210242534 @default.
- W4308462312 cites W4210783934 @default.
- W4308462312 cites W4210915621 @default.
- W4308462312 cites W4214576155 @default.
- W4308462312 cites W4214628066 @default.
- W4308462312 cites W4214733042 @default.
- W4308462312 cites W4220939111 @default.
- W4308462312 cites W4251039691 @default.
- W4308462312 doi "https://doi.org/10.1016/j.ipm.2022.103132" @default.
- W4308462312 hasPublicationYear "2023" @default.
- W4308462312 type Work @default.
- W4308462312 citedByCount "0" @default.
- W4308462312 crossrefType "journal-article" @default.
- W4308462312 hasAuthorship W4308462312A5058170788 @default.
- W4308462312 hasAuthorship W4308462312A5059894868 @default.
- W4308462312 hasConcept C101112237 @default.
- W4308462312 hasConcept C107673813 @default.
- W4308462312 hasConcept C114614502 @default.
- W4308462312 hasConcept C119857082 @default.
- W4308462312 hasConcept C124101348 @default.
- W4308462312 hasConcept C151730666 @default.
- W4308462312 hasConcept C154945302 @default.
- W4308462312 hasConcept C160234255 @default.
- W4308462312 hasConcept C177803969 @default.
- W4308462312 hasConcept C2778067643 @default.
- W4308462312 hasConcept C2779343474 @default.
- W4308462312 hasConcept C33923547 @default.
- W4308462312 hasConcept C41008148 @default.
- W4308462312 hasConcept C44154836 @default.
- W4308462312 hasConcept C86803240 @default.
- W4308462312 hasConceptScore W4308462312C101112237 @default.
- W4308462312 hasConceptScore W4308462312C107673813 @default.
- W4308462312 hasConceptScore W4308462312C114614502 @default.
- W4308462312 hasConceptScore W4308462312C119857082 @default.
- W4308462312 hasConceptScore W4308462312C124101348 @default.
- W4308462312 hasConceptScore W4308462312C151730666 @default.
- W4308462312 hasConceptScore W4308462312C154945302 @default.
- W4308462312 hasConceptScore W4308462312C160234255 @default.
- W4308462312 hasConceptScore W4308462312C177803969 @default.
- W4308462312 hasConceptScore W4308462312C2778067643 @default.
- W4308462312 hasConceptScore W4308462312C2779343474 @default.
- W4308462312 hasConceptScore W4308462312C33923547 @default.
- W4308462312 hasConceptScore W4308462312C41008148 @default.
- W4308462312 hasConceptScore W4308462312C44154836 @default.
- W4308462312 hasConceptScore W4308462312C86803240 @default.
- W4308462312 hasIssue "1" @default.
- W4308462312 hasLocation W43084623121 @default.
- W4308462312 hasOpenAccess W4308462312 @default.
- W4308462312 hasPrimaryLocation W43084623121 @default.
- W4308462312 hasRelatedWork W1964067074 @default.
- W4308462312 hasRelatedWork W1984162351 @default.
- W4308462312 hasRelatedWork W1991214038 @default.
- W4308462312 hasRelatedWork W1998742657 @default.