Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287639443> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4287639443 abstract "Data foraging routinely involves sifting through a large amount of irrelevant information in search of relevant data. In machine learning, the related task of active search considers the automated discovery of rare, valuable items from large data sets -- a setting that maps directly onto data foraging. Although there has been a long history of integrating similar assistive technologies into the visual analytics pipeline, we do not fully understand how these technologies impact human behavior or what factors might impact the machine partners' effectiveness. We frame data foraging as a sequential decision-making process and propose using active search as an assistive technology for accelerating discovery. We conduct a crowd-sourced user study to evaluate this human-machine partnership in data foraging and show that our approach results in higher throughput and more meaningful interactions during interactive visual exploration and discovery. Furthermore, we present evidence from a follow-up user study that the impact of incorporating assistive technology in visual tasks varies with interface design and task difficulty." @default.
- W4287639443 created "2022-07-25" @default.
- W4287639443 creator A5017894606 @default.
- W4287639443 creator A5040019133 @default.
- W4287639443 creator A5050252486 @default.
- W4287639443 creator A5074624692 @default.
- W4287639443 creator A5083806955 @default.
- W4287639443 creator A5091022089 @default.
- W4287639443 date "2020-10-16" @default.
- W4287639443 modified "2023-09-24" @default.
- W4287639443 title "Interface Design and Task Difficulty Impact ML-Assisted Visual Data Foraging" @default.
- W4287639443 hasPublicationYear "2020" @default.
- W4287639443 type Work @default.
- W4287639443 citedByCount "0" @default.
- W4287639443 crossrefType "posted-content" @default.
- W4287639443 hasAuthorship W4287639443A5017894606 @default.
- W4287639443 hasAuthorship W4287639443A5040019133 @default.
- W4287639443 hasAuthorship W4287639443A5050252486 @default.
- W4287639443 hasAuthorship W4287639443A5074624692 @default.
- W4287639443 hasAuthorship W4287639443A5083806955 @default.
- W4287639443 hasAuthorship W4287639443A5091022089 @default.
- W4287639443 hasBestOaLocation W42876394431 @default.
- W4287639443 hasConcept C107457646 @default.
- W4287639443 hasConcept C111919701 @default.
- W4287639443 hasConcept C113843644 @default.
- W4287639443 hasConcept C119857082 @default.
- W4287639443 hasConcept C126042441 @default.
- W4287639443 hasConcept C127413603 @default.
- W4287639443 hasConcept C129307140 @default.
- W4287639443 hasConcept C154945302 @default.
- W4287639443 hasConcept C157915830 @default.
- W4287639443 hasConcept C165287380 @default.
- W4287639443 hasConcept C173608175 @default.
- W4287639443 hasConcept C18903297 @default.
- W4287639443 hasConcept C199360897 @default.
- W4287639443 hasConcept C201995342 @default.
- W4287639443 hasConcept C2522767166 @default.
- W4287639443 hasConcept C2780451532 @default.
- W4287639443 hasConcept C36464697 @default.
- W4287639443 hasConcept C41008148 @default.
- W4287639443 hasConcept C43521106 @default.
- W4287639443 hasConcept C59732488 @default.
- W4287639443 hasConcept C76155785 @default.
- W4287639443 hasConcept C79158427 @default.
- W4287639443 hasConcept C86803240 @default.
- W4287639443 hasConcept C98045186 @default.
- W4287639443 hasConceptScore W4287639443C107457646 @default.
- W4287639443 hasConceptScore W4287639443C111919701 @default.
- W4287639443 hasConceptScore W4287639443C113843644 @default.
- W4287639443 hasConceptScore W4287639443C119857082 @default.
- W4287639443 hasConceptScore W4287639443C126042441 @default.
- W4287639443 hasConceptScore W4287639443C127413603 @default.
- W4287639443 hasConceptScore W4287639443C129307140 @default.
- W4287639443 hasConceptScore W4287639443C154945302 @default.
- W4287639443 hasConceptScore W4287639443C157915830 @default.
- W4287639443 hasConceptScore W4287639443C165287380 @default.
- W4287639443 hasConceptScore W4287639443C173608175 @default.
- W4287639443 hasConceptScore W4287639443C18903297 @default.
- W4287639443 hasConceptScore W4287639443C199360897 @default.
- W4287639443 hasConceptScore W4287639443C201995342 @default.
- W4287639443 hasConceptScore W4287639443C2522767166 @default.
- W4287639443 hasConceptScore W4287639443C2780451532 @default.
- W4287639443 hasConceptScore W4287639443C36464697 @default.
- W4287639443 hasConceptScore W4287639443C41008148 @default.
- W4287639443 hasConceptScore W4287639443C43521106 @default.
- W4287639443 hasConceptScore W4287639443C59732488 @default.
- W4287639443 hasConceptScore W4287639443C76155785 @default.
- W4287639443 hasConceptScore W4287639443C79158427 @default.
- W4287639443 hasConceptScore W4287639443C86803240 @default.
- W4287639443 hasConceptScore W4287639443C98045186 @default.
- W4287639443 hasLocation W42876394431 @default.
- W4287639443 hasOpenAccess W4287639443 @default.
- W4287639443 hasPrimaryLocation W42876394431 @default.
- W4287639443 hasRelatedWork W10183233 @default.
- W4287639443 hasRelatedWork W13767720 @default.
- W4287639443 hasRelatedWork W2000177 @default.
- W4287639443 hasRelatedWork W2059086 @default.
- W4287639443 hasRelatedWork W2156633 @default.
- W4287639443 hasRelatedWork W4085024 @default.
- W4287639443 hasRelatedWork W630684 @default.
- W4287639443 hasRelatedWork W868042 @default.
- W4287639443 hasRelatedWork W9171921 @default.
- W4287639443 hasRelatedWork W9724219 @default.
- W4287639443 isParatext "false" @default.
- W4287639443 isRetracted "false" @default.
- W4287639443 workType "article" @default.