The Role of Interactive Visualization in Fostering Trust in AIShow others and affiliations
2021 (English)In: IEEE Computer Graphics and Applications, ISSN 0272-1716, E-ISSN 1558-1756, Vol. 41, no 6, p. 7-12Article in journal (Refereed) Published
Abstract [en]
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.
Place, publisher, year, edition, pages
IEEE, 2021. Vol. 41, no 6, p. 7-12
National Category
Computer Sciences Human Aspects of ICT
Identifiers
URN: urn:nbn:se:his:diva-22304DOI: 10.1109/MCG.2021.3107875ISI: 000728925900008PubMedID: 34890313Scopus ID: 2-s2.0-85121671133Local ID: ;intsam;784752OAI: oai:DiVA.org:his-22304DiVA, id: diva2:1739348
Note
VF-KDO
This Viewpoint is the result of discussion at Dagstuhl Seminar on Interactive Visualization for Fostering Trust in AI (seminar 22351).
Contact department editor Theresa-Marie Rhyne at theresamarierhyne@gmail.com.
2021-12-162023-02-242023-02-28Bibliographically approved