Individual conditional expectation plots, Accumulated Local Effects (ALE) Plots

[AdarshGhost]

Paolo shared a workflow for those of you’ll who might be interested.

Partial Dependence plots

Hi Adarsh, the workflow I have published before was only able to visualize the partial dependence (PD) of a single instance. That is in other terminology what you call Individual Conditional Expectation (ICE). I show how to compute the partial dependence related to a set of instances in this other workflow attached here: ICE_and_PD.knwf (131.3 KB) The final result is about going from this intricate plot of many ICE curves: [ICEs] to find an average line that represents them all, that is …

Cheers