Interactive Visualization for Fostering Trust in ML

Kurzanzeige
dc.contributor.authorChau, Polo
dc.contributor.authorEndert, Alex
dc.contributor.authorKeim, Daniel A.
dc.contributor.authorOelke, Daniela
dc.date.accessioned2023-03-09T09:39:43Z
dc.date.available2023-03-09T09:39:43Z
dc.date.issued2023
dc.description.abstractThe 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.
dc.description.versionpublished
dc.identifier.doi10.4230/DagRep.12.8.103
dc.identifier.ppn1838727345
dc.identifier.urihttps://kops.uni-konstanz.de/handle/123456789/66368
dc.language.isoeng
dc.rightsterms-of-use
dc.rights.urihttps://rightsstatements.org/page/InC/1.0/
dc.subjectaccountability
dc.subjectartificial intelligence
dc.subjectexplainability
dc.subjectfairness
dc.subjectinteractive visualization
dc.subjectmachine learning
dc.subjectresponsibility
dc.subjecttrust
dc.subjectunderstandability
dc.subject.ddc004
dc.titleInteractive Visualization for Fostering Trust in MLeng
dc.typeJOURNAL_ARTICLE
dspace.entity.typePublication
kops.citation.bibtex
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  title={Interactive Visualization for Fostering Trust in ML},
  number={8},
  volume={12},
  journal={Dagstuhl Reports},
  pages={103--116},
  author={Chau, Polo and Endert, Alex and Keim, Daniel A. and Oelke, Daniela},
  note={Report from Dagstuhl Seminar 22351}
}
kops.citation.iso690CHAU, Polo, Alex ENDERT, Daniel A. KEIM, Daniela OELKE, 2023. Interactive Visualization for Fostering Trust in ML. In: Dagstuhl Reports. Dagstuhl Publishing. 2023, 12(8), pp. 103-116. eISSN 2192-5283. Available under: doi: 10.4230/DagRep.12.8.103deu
kops.citation.iso690CHAU, Polo, Alex ENDERT, Daniel A. KEIM, Daniela OELKE, 2023. Interactive Visualization for Fostering Trust in ML. In: Dagstuhl Reports. Dagstuhl Publishing. 2023, 12(8), pp. 103-116. eISSN 2192-5283. Available under: doi: 10.4230/DagRep.12.8.103eng
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temp.internal.duplicatesitems/8c1e54ca-7a69-417a-885a-e0205b918ee9;true;A meta-analysis of childhood maltreatment in relation to psychopathic traits

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