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Titlebook: Explainable Artificial Intelligence; First World Conferen Luca Longo Conference proceedings 2023 The Editor(s) (if applicable) and The Auth

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發(fā)表于 2025-3-30 10:41:02 | 只看該作者
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發(fā)表于 2025-3-30 16:10:40 | 只看該作者
Algorithm-Agnostic Feature Attributions for?Clusteringde such feature attributions has been limited. Clustering algorithms with built-in explanations are scarce. Common algorithm-agnostic approaches involve dimension reduction and subsequent visualization, which transforms the original features used to cluster the data; or training a supervised learnin
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發(fā)表于 2025-3-30 18:42:16 | 只看該作者
Feature Importance versus Feature Influence and?What It Signifies for?Explainable AIe), compared to other features. Feature importance should not be confused with the . used by most state-of-the-art post-hoc Explainable AI methods. Contrary to feature importance, feature influence is measured against a . or .. The Contextual Importance and Utility (CIU) method provides a unified de
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發(fā)表于 2025-3-30 21:59:54 | 只看該作者
ABC-GAN: Spatially Constrained Counterfactual Generation for Image Classification Explanationsplanations (CFEs) provide a causal explanation as they introduce changes in the original image that change the classifier’s prediction. Current counterfactual generation approaches suffer from the fact that they potentially modify a too large region in the image that is not entirely causally related
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發(fā)表于 2025-3-31 04:07:04 | 只看該作者
The Importance of?Time in?Causal Algorithmic Recoursever, the inability of these methods to consider potential dependencies among variables poses a significant challenge due to the assumption of feature independence. Recent advancements have incorporated knowledge of causal dependencies, thereby enhancing the quality of the recommended recourse action
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發(fā)表于 2025-3-31 06:21:09 | 只看該作者
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