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.

Author
Alex Goldstein, Adam Kapelner, Justin Bleich
Date of publication
2016-04-21 22:12:52
Maintainer
Adam Kapelner <kapelner@qc.cuny.edu>
License
GPL-2 | GPL-3
Version
1.1

View on CRAN

Man pages

clusterICE
Clustering of ICE and d-ICE curves by kmeans.
dice
Creates an object of class 'dice'.
ice
Creates an object of class 'ice'.
plot.dice
Create a plot of a 'dice' object.
plot.ice
Plotting of 'ice' objects.
print.dice
Print method for 'dice' objects.
print.ice
Print method for 'ice' objects.
summary.dice
Summary function for 'dice' objects.
summary.ice
Summary function for 'ice' objects.
WhiteWine
Data concerning white wine.

Files in this package

ICEbox
ICEbox/inst
ICEbox/inst/CITATION
ICEbox/NAMESPACE
ICEbox/data
ICEbox/data/WhiteWine.RData
ICEbox/R
ICEbox/R/print.ice.R
ICEbox/R/plot.ice.R
ICEbox/R/dice.R
ICEbox/R/plot.dice.R
ICEbox/R/ice.R
ICEbox/R/clusterICE.R
ICEbox/R/summary.dice.R
ICEbox/R/print.dice.R
ICEbox/R/summary.ice.R
ICEbox/MD5
ICEbox/DESCRIPTION
ICEbox/man
ICEbox/man/dice.Rd
ICEbox/man/plot.ice.Rd
ICEbox/man/print.dice.Rd
ICEbox/man/print.ice.Rd
ICEbox/man/WhiteWine.Rd
ICEbox/man/plot.dice.Rd
ICEbox/man/summary.ice.Rd
ICEbox/man/summary.dice.Rd
ICEbox/man/ice.Rd
ICEbox/man/clusterICE.Rd