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- W4387185110 abstract "We define contrastive explanations that are suited to tree-based classifiers. In our framework, contrastive explanations are based on the set of (possibly non-independent) Boolean characteristics used by the classifier and are at least as general as contrastive explanations based on the set of characteristics of the instances considered at start. We investigate the computational complexity of computing contrastive explanations for Boolean classifiers (including tree-based ones), when the Boolean conditions used are not independent. Finally, we present and evaluate empirically an algorithm for computing minimum-size contrastive explanations for random forests." @default.
- W4387185110 created "2023-09-30" @default.
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- W4387185110 date "2023-09-28" @default.
- W4387185110 modified "2023-10-12" @default.
- W4387185110 title "On Contrastive Explanations for Tree-Based Classifiers" @default.
- W4387185110 doi "https://doi.org/10.3233/faia230261" @default.
- W4387185110 hasPublicationYear "2023" @default.
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