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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.show moreshow less

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Metadaten
Document Type:Article (reviewed)
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 MemberGND, 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)
Institutes:Bibliografie
Tag:trustworthy ai; visual analytics; visualization
Formale Angaben
Open Access: Closed Access 
Licence (German):License LogoUrheberrechtlich geschützt