On Relating 'Why?' and 'Why Not?' Explanations

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Other Links: arxiv.org

Abstract:

Explanations of Machine Learning (ML) models often address a 'Why?' question. Such explanations can be related with selecting feature-value pairs which are sufficient for the prediction. Recent work has investigated explanations that address a 'Why Not?' question, i.e. finding a change of feature values that guarantee a change of predic...More

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