Interactive Visualization for Fostering Trust in ML
- The use of artificial intelligence continues to impact a broad variety of domains, application areas, and people. However, interpretability, understandability, responsibility, accountability, and fairness of the algorithms' results - all crucial for increasing humans' trust into the systems - are still largely missing. The purpose of this seminar is to understand how these components factor intoThe use of artificial intelligence continues to impact a broad variety of domains, application areas, and people. However, interpretability, understandability, responsibility, accountability, and fairness of the algorithms' results - all crucial for increasing humans' trust into the systems - are still largely missing. The purpose of this seminar is to understand how these components factor into the holistic view of trust. Further, this seminar seeks to identify design guidelines and best practices for how to build interactive visualization systems to calibrate trust.…
| Document Type: | Conference Proceeding |
|---|---|
| Conference Type: | Konferenzartikel |
| Zitierlink: | https://opus.hs-offenburg.de/8436 | Bibliografische Angaben |
| Title (English): | Interactive Visualization for Fostering Trust in ML |
| Conference: | Dagstuhl Seminar 22351 (Aug 28 - Sep 02, 2022 : Dagstuhl) |
| Author: | Polo Chau, Alex Endert, Daniel A. Keim, Daniela OelkeStaff MemberGND |
| Year of Publication: | 2023 |
| Publisher: | Schloss-Dagstuhl - Leibniz Zentrum für Informatik |
| First Page: | 103 |
| Last Page: | 116 |
| Parent Title (English): | Dagstuhl Reports |
| Volume: | 12 |
| Issue: | 8 |
| ISSN: | 2192-5283 |
| DOI: | https://doi.org/10.4230/DagRep.12.8.103 |
| Language: | English | Inhaltliche Informationen |
| Institutes: | Fakultät Elektrotechnik, Medizintechnik und Informatik (EMI) (ab 04/2019) |
| Institutes: | Bibliografie |
| Tag: | accountability; artificial intelligence; explainability; fairness; interactive visualization; machine learning; responsibility; trust; understandability | Formale Angaben |
| Relevance: | Konferenzbeitrag: h5-Index < 30 |
| Open Access: | Open Access |
| Diamond | |
| Licence (German): |  Creative Commons - CC BY - Namensnennung 4.0 International |