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Communication Dans Un Congrès Année : 2023

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.
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Dates et versions

hal-04255496 , version 1 (24-10-2023)

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Victor Guyomard, Françoise Fessant, Thomas Guyet, Tassadit Bouadi, Alexandre Termier. Interactive Visualization of Counterfactual Explanations for Tabular Data. ECML/PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2023, Turin, Italy. pp.330-334, ⟨10.1007/978-3-031-43430-3_25⟩. ⟨hal-04255496⟩
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