Are Metrics Enough? Guidelines for Communicating and Visualizing Predictive Models to Subject Matter Experts

Presenting a predictive model's performance is a communication bottleneck that threatens collaborations between data scientists and subject matter experts. Accuracy and error metrics alone fail to tell the whole story of a model - its risks, strengths, and limitations - making it difficult for...

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Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 30(2024), 7 vom: 07. Juni, Seite 4137-4153
1. Verfasser: Suh, Ashley (VerfasserIn)
Weitere Verfasser: Appleby, Gabriel, Anderson, Erik W, Finelli, Luca, Chang, Remco, Cashman, Dylan
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article