R package ICEbox. Individual Conditional Expectation Plot Toolbox. 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.

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  1. Friedman, Jerome H.: Greedy function approximation: A gradient boosting machine. (2001)