Method for setting grid points for a specific feature plot
Arguments
- object
The Interpreter class that we want to modify the grid points of.
- feature
The name of the feature to set grid points for.
- values
The set of new values to be used as the grid points for the selected feature. Must be a vector with entries in the range of the feature values in the training set and must match the type of the given feature (either a vector of factor levels or a vector of continuous feature values). Note that the center must be within the range of new grid points for continuous features.
Note
Because the grid points determine what calculations are performed for the PDP/ICE functions, changing the grid points will remove any of the previously calculated values in the 'Interpreter' object. For any 1-D ICE or PDP plot, it will remove the previous calculations for the given feature. For any 2-D PDP calcuations, it will remove plots that include the given feature as any of its features. Note that these set grid points only apply to PDP and ICE plots, and ALE plots have their own grid points determined by the distribution of the training data.