Sökning: onr:"swepub:oai:DiVA.org:lnu-123752" >
The Flow of Trust :
The Flow of Trust : A Visualization Framework to Externalize, Explore, and Explain Trust in ML Applications
-
- van den Elzen, Stef (författare)
- Eindhoven University of Technology, Netherlands
-
- Andrienko, Gennady (författare)
- Fraunhofer Institute Iais, Germany
-
- Andrienko, Natalia (författare)
- Fraunhofer Institute Iais, Germany
-
visa fler...
-
- Fisher, Brian D. (författare)
- Simon Fraser University, Canada
-
- Martins, Rafael Messias, Dr. 1984- (författare)
- Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM)
-
- Peltonen, Jaakko (författare)
- Tampere University, Finland
-
- Telea, Alexandru C. (författare)
- Utrecht University, Netherlands
-
- Verleysen, Michel (författare)
- University of Louvain, Belgium
-
visa färre...
-
(creator_code:org_t)
- IEEE Computer Society, 2023
- 2023
- Engelska.
-
Ingår i: IEEE Computer Graphics and Applications. - : IEEE Computer Society. - 0272-1716 .- 1558-1756. ; 43:2, s. 78-88
- Relaterad länk:
-
https://urn.kb.se/re...
-
visa fler...
-
https://doi.org/10.1...
-
visa färre...
Abstract
Ämnesord
Stäng
- We present a conceptual framework for the development of visual interactive techniques to formalize and externalize trust in machine learning (ML) workflows. Currently, trust in ML applications is an implicit process that takes place in the user-s mind. As such, there is no method of feedback or communication of trust that can be acted upon. Our framework will be instrumental in developing interactive visualization approaches that will help users to efficiently and effectively build and communicate trust in ways that fit each of the ML process stages. We formulate several research questions and directions that include: 1) a typology/taxonomy of trust objects, trust issues, and possible reasons for (mis)trust; 2) formalisms to represent trust in machine-readable form; 3) means by which users can express their state of trust by interacting with a computer system (e.g., text, drawing, marking); 4) ways in which a system can facilitate users- expression and communication of the state of trust; and 5) creation of visual interactive techniques for representation and exploration of trust over all stages of an ML pipeline.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Nyckelord
- Conceptual frameworks
- Interactive techniques
- Interactive visualizations
- Learning process
- Machine learning applications
- Machine-learning
- Process stages
- Research questions
- Visualization framework
- Work-flows
- Visualization
- Computer Science
- Datavetenskap
Publikations- och innehållstyp
- ref (ämneskategori)
- art (ämneskategori)
Hitta via bibliotek
Till lärosätets databas