rfFC: Random Forest Feature Contributions

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Functions for extracting feature contributions from a random forest model from package 'randomForest'. Feature contributions provide detailed information about the relationship between data variables and the predicted value returned by random forest model.

Author
Anna Palczewska <annawojak@gmail.com>, Richard Marchese Robinson <rmarcheserobinson@gmail.com>
Date of publication
2015-05-14 21:22:26
Maintainer
Anna Palczewska <annawojak@gmail.com>
License
GPL (>= 2)
Version
1.0

View on R-Forge

Man pages

ames
Hansen Ames Mutagenicity Dataset
checkForestUnanimity
Check the unanimity of all trees in the Random Forest model
featureContributions
Feature Contributions for a Random Forest Model
getChanges
Get change in prediction for an updated feature.

Files in this package

rfFC/DESCRIPTION
rfFC/NAMESPACE
rfFC/R
rfFC/R/checkForestUnanimity.R
rfFC/R/featureContrubutions.R
rfFC/R/getChanges.R
rfFC/R/getLocalIncrements.R
rfFC/R/predictBC.R
rfFC/R/prepareForPredictBC.R
rfFC/data
rfFC/data/ames.RData
rfFC/man
rfFC/man/ames.Rd
rfFC/man/checkForestUnanimity.Rd
rfFC/man/featureContributions.Rd
rfFC/man/getChanges.Rd
rfFC/man/getLocalIncrements.rd
rfFC/man/predictBC.rd
rfFC/man/prepareForPredictBC.rd
rfFC/src
rfFC/src/featContrib.c
rfFC/src/featContrib.h
rfFC/src/featContribClass.c
rfFC/src/forest.c
rfFC/src/forestUnanimity.c