The Flow of Trust: A Visualization Framework to Externalize, Explore, and Explain Trust in ML Applications

Author:

Elzen Stef van den1ORCID,Andrienko Gennady2,Andrienko Natalia2ORCID,Fisher Brian D.3ORCID,Martins Rafael M.4ORCID,Peltonen Jaakko5ORCID,Telea Alexandru C.6ORCID,Verleysen Michel7ORCID

Affiliation:

1. Eindhoven University of Technology, Eindhoven, The Netherlands

2. Fraunhofer Institute IAIS, Sankt Augustin, Germany

3. Simon Fraser University, Burnaby, BC, Canada

4. Linnaeus University, Vaxjo, Sweden

5. Tampere University, Tampere, Finland

6. Utrecht University, Utrecht, The Netherlands

7. University of Louvain, Ottignies-Louvain-la-Neuve, Belgium

Funder

Academy of Finland

Federal Ministry of Education and Research of Germany

North-Rhine Westphalia

EU

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Graphics and Computer-Aided Design,Software

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Exploring Classifiers with Differentiable Decision Boundary Maps;Computer Graphics Forum;2024-06

2. Visualization for Trust in Machine Learning Revisited: The State of the Field in 2023;IEEE Computer Graphics and Applications;2024-05

3. Design and Implementation of Interactive Learning System for Art Teaching;2023 International Conference on Ambient Intelligence, Knowledge Informatics and Industrial Electronics (AIKIIE);2023-11-02

4. Multi-Task Transformer Visualization to build Trust for Clinical Outcome Prediction;2023 Workshop on Visual Analytics in Healthcare (VAHC);2023-10-22

5. Advancing Trustworthy Knowledge Engineering through User-Centered AI-based Systems: A Systematic Review;2023 IEEE Sixth International Conference on Artificial Intelligence and Knowledge Engineering (AIKE);2023-09-25

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