The Role of Interactive Visualization in Fostering Trust in AI
- The increasing use of artificial intelligence (AI) technologies across application domains has prompted our society to pay closer attention to AI’s trustworthiness, fairness, interpretability, and accountability. In order to foster trust in AI, it is important to consider the potential of interactive visualization, and how such visualizations help build trust in AI systems. This manifestoThe increasing use of artificial intelligence (AI) technologies across application domains has prompted our society to pay closer attention to AI’s trustworthiness, fairness, interpretability, and accountability. In order to foster trust in AI, it is important to consider the potential of interactive visualization, and how such visualizations help build trust in AI systems. This manifesto discusses the relevance of interactive visualizations and makes the following four claims: i) trust is not a technical problem, ii) trust is dynamic, iii) visualization cannot address all aspects of trust, and iv) visualization is crucial for human agency in AI.…
Document Type: | Article (reviewed) |
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Zitierlink: | https://opus.hs-offenburg.de/5247 | Bibliografische Angaben |
Title (English): | The Role of Interactive Visualization in Fostering Trust in AI |
Author: | Emma Beauxis-Aussalet, Michael Behrisch, Rita Borgo, Duen Horng Chau, Christopher Collins, Daniela OelkeStaff MemberORCiDGND, David Ebert, Mennatallah El-Assady, Alex Endert, Daniel A. Keim, Jörn Kohlhammer, Jaakko Peltonen, Maria Riveiro, Tobias Schreck, Hendrik Strobelt, Jarke J. van Wijk |
Year of Publication: | 2021 |
Publisher: | IEEE |
First Page: | 7 |
Last Page: | 12 |
Parent Title (English): | IEEE Computer Graphics and Applications |
Volume: | 41 |
Issue: | 6 |
ISSN: | 0272-1716 (Print) |
ISSN: | 1558-1756 (Online) |
DOI: | https://doi.org/10.1109/MCG.2021.3107875 |
URL: | https://ieeexplore.ieee.org/document/9646526 |
Language: | English | Inhaltliche Informationen |
Institutes: | Fakultät Elektrotechnik, Medizintechnik und Informatik (EMI) (ab 04/2019) |
Collections of the Offenburg University: | Bibliografie |
Tag: | trustworthy ai; visual analytics; visualization | Formale Angaben |
Open Access: | Closed Access |
Licence (German): | Urheberrechtlich geschützt |