The Role of Interactive Visualization in Fostering Trust in AI

被引：22

作者：

Beauxis-Aussalet, Emma ^{[1
]}

Behrisch, Michael ^{[2
]}

Borgo, Rita ^{[3
,4
]}

Chau, Duen Horng ^{[5
]}

Collins, Christopher ^{[6
,7
]}

Ebert, David ^{[8
]}

El-Assady, Mennatallah ^{[9
]}

Endert, Alex ^{[10
]}

Keim, Daniel A. ^{[11
,12
]}

Kohlhammer, Joern ^{[13
]}

Oelke, Daniela ^{[14
]}

Peltonen, Jaakko ^{[15
]}

Riveiro, Maria ^{[16
]}

Schreck, Tobias ^{[17
]}

Strobelt, Hendrik ^{[18
]}

van Wijk, Jarke J. ^{[19
]}

机构：

[1] Vrije Univ Amsterdam, Eth Comp, User Centr Data Sci Grp, NL-1081 HV Amsterdam, Netherlands

[2] Univ Utrecht, Visual Analyt Visualizat & Graph Grp, Dept Informat & Comp Sci, NL-3512 BS Utrecht, Netherlands

[3] Kings Coll London, Data Visualizat, London WC2B 4BG, England

[4] Kings Coll London, Human Ctr Comp Grp, London WC2B 4BG, England

[5] Georgia Tech, Comp, Atlanta, GA 30308 USA

[6] Ontario Tech Univ, Comp Sci, Oshawa, ON L1G 0C5, Canada

[7] Ontario Tech Univ, Canada Res Chair Linguist Informat Visualizat, Oshawa, ON L1G 0C5, Canada

[8] Univ Oklahoma, Data Inst Societal Challenges, Norman, OK 73019 USA

[9] Univ Konstanz, D-78464 Constance, Germany

[10] Georgia Tech, Sch Interact Comp, Atlanta, GA 30332 USA

[11] Univ Konstanz, Data Anal & Visualizat Res Grp, D-78464 Constance, Germany

[12] Univ Konstanz, Comp Sci, D-78464 Constance, Germany

[13] Fraunhofer IGD, Competence Ctr Informat Visualizat & Visual Analy, D-64283 Darmstadt, Germany

[14] Offenburg Univ, Machine Learning, D-77654 Offenburg, Germany

[15] Tampere Univ, Fac Informat Technol & Commun Sci, Stat & Data Anal, FI-33014 Tampere, Finland

[16] Jonkoping Univ, Sch Engn, Comp Sci, SE-55111 Jonkoping, Sweden

[17] Graz Univ Technol, Inst Comp Graph & Knowledge Visualizat, A-8010 Graz, Austria

[18] IBM Res, Cambridge, MA 02142 USA

[19] Eindhoven Univ Technol, Dept Math & Comp Sci, Visualizat, NL-5612 AE Eindhoven, Netherlands

来源：

IEEE COMPUTER GRAPHICS AND APPLICATIONS | 2021年 / 41卷 / 06期

关键词：

Visualization; Tools; Market research; Artificial intelligence;

D O I：

10.1109/MCG.2021.3107875

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

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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页数：6

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