Interactive Visualization of Counterfactual Explanations for Tabular Data
Visualisation interactive d'explication contrefactuelle pour des données tabulaires
Résumé
In this paper, we present an interactive visualization tool that exhibits counterfactual explanations to explain model decisions.
Each individual sample is assessed to identify the set of changes needed to flip the output of the model.
These explanations aim to provide end-users with personalized actionable insights with which to understand automated decisions.
An interactive method is also provided so that users can explore various solutions.
The functionality of the tool is demonstrated by its application to a customer retention dataset.
The tool is compatible with any counterfactual explanation generator and decision model for tabular data.
Domaines
Intelligence artificielle [cs.AI]| Origine | Fichiers produits par l'(les) auteur(s) |
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