Explaining black-box models using attribute importance, PDPs, and LIME
Domino Data Lab
AUGUST 1, 2021
2016) for an example of this technique (LIME). Notice that the PDP generation and inspection acts globally – this approach considers all data samples and provides insights on the relationship between the selected independent variables and the target given the dataset as a whole. 1135–1144, ACM, 2016. See Ribeiro et al.
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