The Role of Interactive Visualization in Fostering Trust in AI

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2021
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Beauxis-Aussalet, Emma
Borgo, Rita
Chau, Duen Horng
Collins, Christopher
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Zusammenfassung

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.

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ISO 690BEAUXIS-AUSSALET, Emma, Michael BEHRISCH, Rita BORGO, Duen Horng CHAU, Christopher COLLINS, Mennatallah EL-ASSADY, Daniel A. KEIM, Daniela OELKE, Tobias SCHRECK, Hendrik STROBELT, 2021. The Role of Interactive Visualization in Fostering Trust in AI. In: IEEE Computer Graphics and Applications. IEEE. 2021, 41(6), pp. 7-12. ISSN 0272-1716. eISSN 1558-1756. Available under: doi: 10.1109/MCG.2021.3107875
BibTex
@article{BeauxisAussalet2021Inter-55997,
  year={2021},
  doi={10.1109/MCG.2021.3107875},
  title={The Role of Interactive Visualization in Fostering Trust in AI},
  number={6},
  volume={41},
  issn={0272-1716},
  journal={IEEE Computer Graphics and Applications},
  pages={7--12},
  author={Beauxis-Aussalet, Emma and Behrisch, Michael and Borgo, Rita and Chau, Duen Horng and Collins, Christopher and El-Assady, Mennatallah and Keim, Daniel A. and Oelke, Daniela and Schreck, Tobias and Strobelt, Hendrik}
}
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