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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). Intrinsic methods – this technique is based on ANNs that have been designed to output an explanation alongside the standard prediction. A comprehensive list of all attributes and symbol codes is given in the document that accompanies the original dataset. See Ribeiro et al.

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