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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). Because of its architecture, intrinsically explainable ANNs can be optimised not just on its prediction performance, but also on its explainability metric. Toy example to present intuition for LIME from Ribeiro (2016). Conference on Knowledge Discovery and Data Mining, pp.

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