A dataframe storing the true predictions and the PDP predictions
Usage
build.grid(object, feat.ind = 1:length(object$features))
Arguments
- object
The Interpreter object
- feat.ind
The indices of the features in the Interpreter's features that we want
to include as PDP functions in the distilled model.
Value
A dataframe used to find weights in regression (one-hot encoding for
categorical features)
Note
This function is mainly used as a subroutine for the distill function. We include this
as a public function to allow users to create their own weights and surrogate functions
outside of our implemented method.