rfFC: Random Forest Feature Contributions
Version 1.0

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.

Browse man pages Browse package API and functions Browse package files

AuthorAnna Palczewska <annawojak@gmail.com>, Richard Marchese Robinson <rmarcheserobinson@gmail.com>
Date of publication2015-05-14 21:22:26
MaintainerAnna Palczewska <annawojak@gmail.com>
LicenseGPL (>= 2)
Version1.0
Package repositoryView on R-Forge
InstallationInstall the latest version of this package by entering the following in R:
install.packages("rfFC", repos="http://R-Forge.R-project.org")

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.
getLocalIncrements: Get Local Increments of Feature Contributions for a Random...
predictBC: Makes predictions for a binary classification Random Forest...
prepareForPredictBC: Convert node predictions into probabilities for binary...

Functions

ames Man page
checkForestUnanimity Man page
featureContributions Man page
getChanges Man page
getLocalIncrements Man page
predictBC Man page
prepareForPredictBC Man page

Files

DESCRIPTION
NAMESPACE
R
R/checkForestUnanimity.R
R/featureContrubutions.R
R/getChanges.R
R/getLocalIncrements.R
R/predictBC.R
R/prepareForPredictBC.R
data
data/ames.RData
man
man/ames.Rd
man/checkForestUnanimity.Rd
man/featureContributions.Rd
man/getChanges.Rd
man/getLocalIncrements.rd
man/predictBC.rd
man/prepareForPredictBC.rd
src
src/featContrib.c
src/featContrib.h
src/featContribClass.c
src/forest.c
src/forestUnanimity.c
rfFC documentation built on May 21, 2017, 1:11 a.m.