Matches in SemOpenAlex for { <https://semopenalex.org/work/W4224265497> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4224265497 endingPage "86" @default.
- W4224265497 startingPage "74" @default.
- W4224265497 abstract "Classification methods for binary (yes/no) tasks often produce a continuously valued score. Machine learning practitioners must perform model selection, calibration, discretization, performance assessment, tuning, and fairness assessment. Such tasks involve examining classifier results, typically using summary statistics and manual examination of details. In this paper, we provide an interactive visualization approach to support such continuously-valued classifier examination tasks. Our approach addresses the three phases of these tasks: calibration, operating point selection, and examination. We enhance standard views and introduce task-specific views so that they can be integrated into a multi-view coordination (MVC) system. We build on an existing comparison-based approach, extending it to continuous classifiers by treating the continuous values as trinary (positive, unsure, negative) even if the classifier will not ultimately use the 3-way classification. We provide use cases that demonstrate how our approach enables machine learning practitioners to accomplish key tasks." @default.
- W4224265497 created "2022-04-26" @default.
- W4224265497 creator A5062400907 @default.
- W4224265497 creator A5084778474 @default.
- W4224265497 creator A5087441075 @default.
- W4224265497 date "2022-06-01" @default.
- W4224265497 modified "2023-10-14" @default.
- W4224265497 title "Trinary tools for continuously valued binary classifiers" @default.
- W4224265497 cites W1544435011 @default.
- W4224265497 cites W2012457675 @default.
- W4224265497 cites W2018041479 @default.
- W4224265497 cites W2070626686 @default.
- W4224265497 cites W2073241381 @default.
- W4224265497 cites W2118377301 @default.
- W4224265497 cites W2130715829 @default.
- W4224265497 cites W2137377746 @default.
- W4224265497 cites W2137406659 @default.
- W4224265497 cites W2155802323 @default.
- W4224265497 cites W2415277563 @default.
- W4224265497 cites W2473636904 @default.
- W4224265497 cites W2488113179 @default.
- W4224265497 cites W2512274390 @default.
- W4224265497 cites W2751305043 @default.
- W4224265497 cites W2753766497 @default.
- W4224265497 cites W2886614482 @default.
- W4224265497 cites W2902872384 @default.
- W4224265497 cites W2963855710 @default.
- W4224265497 cites W2965848874 @default.
- W4224265497 cites W2999309192 @default.
- W4224265497 cites W3042778898 @default.
- W4224265497 cites W3042781247 @default.
- W4224265497 cites W3090626803 @default.
- W4224265497 doi "https://doi.org/10.1016/j.visinf.2022.04.002" @default.
- W4224265497 hasPublicationYear "2022" @default.
- W4224265497 type Work @default.
- W4224265497 citedByCount "1" @default.
- W4224265497 countsByYear W42242654972023 @default.
- W4224265497 crossrefType "journal-article" @default.
- W4224265497 hasAuthorship W4224265497A5062400907 @default.
- W4224265497 hasAuthorship W4224265497A5084778474 @default.
- W4224265497 hasAuthorship W4224265497A5087441075 @default.
- W4224265497 hasBestOaLocation W42242654971 @default.
- W4224265497 hasConcept C119857082 @default.
- W4224265497 hasConcept C12267149 @default.
- W4224265497 hasConcept C124101348 @default.
- W4224265497 hasConcept C134306372 @default.
- W4224265497 hasConcept C154945302 @default.
- W4224265497 hasConcept C33923547 @default.
- W4224265497 hasConcept C41008148 @default.
- W4224265497 hasConcept C48372109 @default.
- W4224265497 hasConcept C66905080 @default.
- W4224265497 hasConcept C73000952 @default.
- W4224265497 hasConcept C94375191 @default.
- W4224265497 hasConcept C95623464 @default.
- W4224265497 hasConceptScore W4224265497C119857082 @default.
- W4224265497 hasConceptScore W4224265497C12267149 @default.
- W4224265497 hasConceptScore W4224265497C124101348 @default.
- W4224265497 hasConceptScore W4224265497C134306372 @default.
- W4224265497 hasConceptScore W4224265497C154945302 @default.
- W4224265497 hasConceptScore W4224265497C33923547 @default.
- W4224265497 hasConceptScore W4224265497C41008148 @default.
- W4224265497 hasConceptScore W4224265497C48372109 @default.
- W4224265497 hasConceptScore W4224265497C66905080 @default.
- W4224265497 hasConceptScore W4224265497C73000952 @default.
- W4224265497 hasConceptScore W4224265497C94375191 @default.
- W4224265497 hasConceptScore W4224265497C95623464 @default.
- W4224265497 hasFunder F4320306076 @default.
- W4224265497 hasIssue "2" @default.
- W4224265497 hasLocation W42242654971 @default.
- W4224265497 hasLocation W42242654972 @default.
- W4224265497 hasLocation W42242654973 @default.
- W4224265497 hasOpenAccess W4224265497 @default.
- W4224265497 hasPrimaryLocation W42242654971 @default.
- W4224265497 hasRelatedWork W1748436461 @default.
- W4224265497 hasRelatedWork W2556319748 @default.
- W4224265497 hasRelatedWork W2888934269 @default.
- W4224265497 hasRelatedWork W3133593829 @default.
- W4224265497 hasRelatedWork W3215867059 @default.
- W4224265497 hasRelatedWork W4205288553 @default.
- W4224265497 hasRelatedWork W4285388059 @default.
- W4224265497 hasRelatedWork W4322008322 @default.
- W4224265497 hasRelatedWork W4328092580 @default.
- W4224265497 hasRelatedWork W4328134586 @default.
- W4224265497 hasVolume "6" @default.
- W4224265497 isParatext "false" @default.
- W4224265497 isRetracted "false" @default.
- W4224265497 workType "article" @default.