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

Publikation: Beitrag in einer FachzeitschriftArtikelBegutachtung

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.

Originalspracheenglisch
Seiten (von - bis)7-12
Seitenumfang6
FachzeitschriftIEEE Computer Graphics and Applications
Jahrgang41
Ausgabenummer6
DOIs
PublikationsstatusVeröffentlicht - 2021

Schlagwörter

  • Interactive Visualization
  • computer graphics

ASJC Scopus subject areas

  • Software
  • Computergrafik und computergestütztes Design

Fields of Expertise

  • Information, Communication & Computing

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