Nov 14, 2022 · We propose a local rule-based model-agnostic explanation method providing stable and actionable explanations.
Dec 31, 2023 · An explanation consists of a factual logic rule, stating the reasons for the black-box decision, and a set of actionable counterfactual logic ...
This study proposes a novel approach ensuring that the rule-based surrogate model mimics the performance of the black box model and discusses the possible ...
An explanation consists of a factual logic rule, stating the reasons for the black-box decision, and a set of actionable counterfactual logic rules, proactively ...
Title, Stable and actionable explanations of black-box models through factual and counterfactual rules. Publication Type, Journal Article.
Aug 14, 2023 · Counterfactual Explanations fall into the category of local methods: they explain how individual predictions change in response to individual ...
Stable and actionable explanations of black-box models through factual and counterfactual rules. Riccardo Guidotti; Anna Monreale; Fosca Giannotti.
Stable and actionable explanations of black-box models through factual and counterfactual rules · Author Picture Riccardo Guidotti,; Author Picture Anna ...
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What is an example of a black box model?
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We introduce a local rule-based explanation method providing faithful explanations of the decision made by a black-box classi- fier on a specific instance. The ...
Missing: actionable | Show results with:actionable
Aug 14, 2023 · In this article, we discuss the usefulness of CE for Explainable Artificial Intelligence and demonstrate the functionality of our package.
Missing: Stable rules.