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Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

2016) for an example of this technique (LIME). Local Interpretable Model-agnostic Explanations (LIME, Ribeiro, 2016) is another model agnostic method that can be used with black-box models for explaining the rationale behind the model’s decisions. Toy example to present intuition for LIME from Ribeiro (2016). Guestrin, C.,

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