This package 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.
Version: | 1.0 |
Depends: | sfsmisc |
Suggests: | randomForest, MASS |
Published: | 2014-04-25 |
Author: | Alex Goldstein, Adam Kapelner, Justin Bleich |
Maintainer: | Adam Kapelner <kapelner at wharton.upenn.edu> |
License: | GPL-2 | GPL-3 |
NeedsCompilation: | no |
Citation: | ICEbox citation info |
CRAN checks: | ICEbox results |
Reference manual: | ICEbox.pdf |
Package source: | ICEbox_1.0.tar.gz |
Windows binaries: | r-devel: ICEbox_1.0.zip, r-release: ICEbox_1.0.zip, r-oldrel: ICEbox_1.0.zip |
OS X Snow Leopard binaries: | r-release: ICEbox_1.0.tgz, r-oldrel: ICEbox_1.0.tgz |
OS X Mavericks binaries: | r-release: ICEbox_1.0.tgz |
Old sources: | ICEbox archive |