JOUSBoost: Implements Under/Oversampling for Probability Estimation
Version 1.0.0

Implements under/oversampling for probability estimation. To be used with machine learning methods such as adaBoost, random forests, etc.

AuthorMatthew Olson [aut, cre]
Date of publication2016-09-12 20:55:01
MaintainerMatthew Olson <maolson@wharton.upenn.edu>
LicenseMIT + file LICENSE
Version1.0.0
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("JOUSBoost")

Getting started

README.md

Popular man pages

adaBoost: AdaBoost Classifier
circle_data: Simulate data from the circle model.
index_over: Return indices to be used for jittered data in oversampling
index_under: Return indices to be used in original data for undersampling
predict.AdaBoost: Create predictions from AdaBoost fit
print.AdaBoost: Print a summary of adaBoost fit.
sonar: Dataset of sonar measurements of rocks and mines
See all...

All man pages Function index File listing

Man pages

adaBoost: AdaBoost Classifier
circle_data: Simulate data from the circle model.
friedman_data: Simulate data from the Friedman model
grid_probs: Function to compute predicted quantiles
index_over: Return indices to be used for jittered data in oversampling
index_under: Return indices to be used in original data for undersampling
jous: Jittering with Over/Under Sampling
JOUSBoost: JOUSBoost: A package for probability estimation
predict.AdaBoost: Create predictions from AdaBoost fit
predict.JOUS: Create predictions
print.AdaBoost: Print a summary of adaBoost fit.
sonar: Dataset of sonar measurements of rocks and mines

Functions

JOUSBoost Man page
JOUSBoost-package Man page
adaBoost Man page Source code
circle_data Man page Source code
friedman_data Man page Source code
grid_probs Man page Source code
index_over Man page Source code
index_under Man page Source code
jous Man page Source code
predict.AdaBoost Man page Source code
predict.JOUS Man page Source code
print.AdaBoost Man page Source code
sonar Man page

Files

src
src/grid_probs.cpp
src/RcppExports.cpp
NAMESPACE
data
data/sonar.rda
R
R/simulation.R
R/JOUSBoost.R
R/jous.R
R/RcppExports.R
R/adaBoost.R
R/jous_utility.R
README.md
MD5
DESCRIPTION
man
man/circle_data.Rd
man/JOUSBoost.Rd
man/print.AdaBoost.Rd
man/index_under.Rd
man/sonar.Rd
man/predict.JOUS.Rd
man/friedman_data.Rd
man/grid_probs.Rd
man/index_over.Rd
man/adaBoost.Rd
man/jous.Rd
man/predict.AdaBoost.Rd
LICENSE
JOUSBoost documentation built on May 19, 2017, 7:02 p.m.

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