Bernard, Jürgen ; Zeppelzauer, Matthias ; Sedlmair, Michael ; Aigner, Wolfgang (2017)
A Unified Process for Visual-Interactive Labeling.
8. International EuroVis Workshop on Visual Analytics (EuroVA). Barcelona (12.06.2017-13.06.2017)
doi: 10.2312/eurova.20171123
Konferenzveröffentlichung, Bibliographie
Kurzbeschreibung (Abstract)
Assigning labels to data instances is a prerequisite for many machine learning tasks. Similarly, labeling is applied in visualinteractive analysis approaches. However, the strategies for creating labels often differ in the two fields. In this paper, we study the process of labeling data instances with the user in the loop, from both the machine learning and visual-interactive perspective. Based on a review of differences and commonalities, we propose the 'Visual-Interactive Labeling' (VIAL) process, conflating the strengths of both. We describe the six major steps of the process and highlight their related challenges.
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2017 |
| Autor(en): | Bernard, Jürgen ; Zeppelzauer, Matthias ; Sedlmair, Michael ; Aigner, Wolfgang |
| Art des Eintrags: | Bibliographie |
| Titel: | A Unified Process for Visual-Interactive Labeling |
| Sprache: | Englisch |
| Publikationsjahr: | 2017 |
| Ort: | Goslar |
| Verlag: | Eurographics Association |
| Buchtitel: | EuroVA 2017 |
| Veranstaltungstitel: | 8. International EuroVis Workshop on Visual Analytics (EuroVA) |
| Veranstaltungsort: | Barcelona |
| Veranstaltungsdatum: | 12.06.2017-13.06.2017 |
| DOI: | 10.2312/eurova.20171123 |
| Kurzbeschreibung (Abstract): | Assigning labels to data instances is a prerequisite for many machine learning tasks. Similarly, labeling is applied in visualinteractive analysis approaches. However, the strategies for creating labels often differ in the two fields. In this paper, we study the process of labeling data instances with the user in the loop, from both the machine learning and visual-interactive perspective. Based on a review of differences and commonalities, we propose the 'Visual-Interactive Labeling' (VIAL) process, conflating the strengths of both. We describe the six major steps of the process and highlight their related challenges. |
| Freie Schlagworte: | Human-centered computing, Visual analytics, Information visualization, Labeling, Graphical interactive user interfaces, Machine learning, Active learning |
| Fachbereich(e)/-gebiet(e): | 20 Fachbereich Informatik 20 Fachbereich Informatik > Graphisch-Interaktive Systeme |
| Hinterlegungsdatum: | 04 Mai 2020 08:34 |
| Letzte Änderung: | 04 Mai 2020 08:34 |
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