Individual Conditional Expectation Plot Toolbox
Clustering of ICE and d-ICE curves by kmeans.
Creates an object of class dice.
Creates an object of class ice.
Create a plot of a dice object.
Plotting of ice objects.
Print method for dice objects.
Print method for ice objects.
Summary function for dice objects.
Summary function for ice objects.
Implements Individual Conditional Expectation (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. ICE plots refine Friedman's partial dependence plot by graphing the functional relationship between the predicted response and a covariate of interest for individual observations. Specifically, ICE plots highlight the variation in the fitted values across the range of a covariate of interest, suggesting where and to what extent they may exist.