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- W4288287918 abstract "We propose a fast, model agnostic method for finding interpretable counterfactual explanations of classifier predictions by using class prototypes. We show that class prototypes, obtained using either an encoder or through class specific k-d trees, significantly speed up the the search for counterfactual instances and result in more interpretable explanations. We introduce two novel metrics to quantitatively evaluate local interpretability at the instance level. We use these metrics to illustrate the effectiveness of our method on an image and tabular dataset, respectively MNIST and Breast Cancer Wisconsin (Diagnostic). The method also eliminates the computational bottleneck that arises because of numerical gradient evaluation for $textit{black box}$ models." @default.
- W4288287918 created "2022-07-28" @default.
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- W4288287918 date "2019-07-03" @default.
- W4288287918 modified "2023-10-16" @default.
- W4288287918 title "Interpretable Counterfactual Explanations Guided by Prototypes" @default.
- W4288287918 doi "https://doi.org/10.48550/arxiv.1907.02584" @default.
- W4288287918 hasPublicationYear "2019" @default.
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