My Model is Unfair, Do People Even Care? Visual Design Affects Trust and Perceived Bias in Machine Learning

Machine learning technology has become ubiquitous, but, unfortunately, often exhibits bias. As a consequence, disparate stakeholders need to interact with and make informed decisions about using machine learning models in everyday systems. Visualization technology can support stakeholders in underst...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 30(2024), 1 vom: 18. Jan., Seite 327-337
1. Verfasser: Gaba, Aimen (VerfasserIn)
Weitere Verfasser: Kaufman, Zhanna, Cheung, Jason, Shvakel, Marie, Hall, Kyle Wm, Brun, Yuriy, Bearfield, Cindy Xiong
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article Research Support, U.S. Gov't, Non-P.H.S.