The Role of Interactive Visualization in Fostering Trust in AI.

Journal: IEEE computer graphics and applications
Published Date: Jan 1, 2021

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.

Authors

  • Emma Beauxis-Aussalet
  • Michael Behrisch
  • Rita Borgo
  • Duen Horng Chau
  • Christopher Collins
  • David Ebert
  • Mennatallah El-Assady
  • Alex Endert
  • Daniel A Keim
  • Jorn Kohlhammer
  • Daniela Oelke
  • Jaakko Peltonen
    Faculty of Information Technology and Communication Sciences, Tampere University, FI-33014 Tampere University, Tampere, Finland.
  • Maria Riveiro
    School of Informatics, University of Skövde, Skövde, Sweden; Department of Computer Science and Informatics, School of Engineering, Jönköping University, Jönköping, Sweden.
  • Tobias Schreck
  • Hendrik Strobelt
  • Jarke J van Wijk
  • Theresa-Marie Rhyne

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