TY - JOUR
T1 - The Role of Interactive Visualization in Fostering Trust in AI
AU - Beauxis-Aussalet, Emma
AU - Behrisch, Michael
AU - Borgo, Rita
AU - Chau, Duen Horng
AU - Collins, Christopher
AU - Ebert, David
AU - El-Assady, Mennatallah
AU - Endert, Alex
AU - Keim, Daniel A.
AU - Kohlhammer, Jorn
AU - Oelke, Daniela
AU - Peltonen, Jaakko
AU - Riveiro, Maria
AU - Schreck, Tobias
AU - Strobelt, Hendrik
AU - Van Wijk, Jarke J.
AU - Rhyne, Theresa Marie
N1 - Publisher Copyright:
© 1981-2012 IEEE.
PY - 2021/12
Y1 - 2021/12
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85121671133&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85121671133&partnerID=8YFLogxK
U2 - 10.1109/MCG.2021.3107875
DO - 10.1109/MCG.2021.3107875
M3 - Article
AN - SCOPUS:85121671133
SN - 0272-1716
VL - 41
SP - 7
EP - 12
JO - IEEE Computer Graphics and Applications
JF - IEEE Computer Graphics and Applications
IS - 6
ER -