The Role of Interactive Visualization in Fostering Trust in AI

Emma Beauxis-Aussalet; Michael Behrisch; Rita Borgo; Duen Horng Chau; Christopher Collins; David Ebert; Mennatallah El-Assady; Alex Endert; Daniel A. Keim; Jörn Kohlhammer; Daniela Oelke; Jaakko Peltonen; Maria Riveiro; Tobias Schreck; Hendrik Strobelt; Jarke J. van Wijk

doi:10.1109/MCG.2021.3107875

The Role of Interactive Visualization in Fostering Trust in AI

Emma Beauxis-Aussalet, Michael Behrisch, Rita Borgo, Duen Horng Chau, Christopher Collins, David Ebert, Mennatallah El-Assady, Alex Endert, Daniel A. Keim, Jörn Kohlhammer, Daniela Oelke, Jaakko Peltonen, Maria Riveiro, Tobias Schreck, Hendrik Strobelt, Jarke J. van Wijk

Institute of Computer Graphics and Knowledge Visualisation (7110)

Research output: Contribution to journal › Article › peer-review

Abstract

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 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.

Original language	English
Pages (from-to)	7-12
Number of pages	6
Journal	IEEE Computer Graphics and Applications
Volume	41
Issue number	6
DOIs	https://doi.org/10.1109/MCG.2021.3107875
Publication status	Published - 2021

ASJC Scopus subject areas

Software
Computer Graphics and Computer-Aided Design

Fields of Expertise

Information, Communication & Computing

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Beauxis-Aussalet, E., Behrisch, M., Borgo, R., Chau, D. H., Collins, C., Ebert, D., El-Assady, M., Endert, A., Keim, D. A., Kohlhammer, J., Oelke, D., Peltonen, J., Riveiro, M., Schreck, T., Strobelt, H., & van Wijk, J. J. (2021). The Role of Interactive Visualization in Fostering Trust in AI. IEEE Computer Graphics and Applications, 41(6), 7-12. https://doi.org/10.1109/MCG.2021.3107875

Beauxis-Aussalet, E, Behrisch, M, Borgo, R, Chau, DH, Collins, C, Ebert, D, El-Assady, M, Endert, A, Keim, DA, Kohlhammer, J, Oelke, D, Peltonen, J, Riveiro, M, Schreck, T, Strobelt, H & van Wijk, JJ 2021, 'The Role of Interactive Visualization in Fostering Trust in AI', IEEE Computer Graphics and Applications, vol. 41, no. 6, pp. 7-12. https://doi.org/10.1109/MCG.2021.3107875

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AU - Ebert, David

AU - El-Assady, Mennatallah

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The Role of Interactive Visualization in Fostering Trust in AI

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