Data Collection, Data mining, Knowledge Discovery and Predictive Modeling

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

Domino Data Lab

AUGUST 1, 2021

The plot below is an example of PDPs that show the impact of changes in features like temperature, humidity, and wind speed on the predicted number of rented bikes. PDPs for the bicycle count prediction model (Molnar, 2009). Creating a PDP for our model is fairly straightforward. Guestrin, C., Why should I trust you?:

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

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