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RPEnsemble  

Random Projection Ensemble Classification
View on CRAN: Click here


Download and install RPEnsemble package within the R console
Install from CRAN:
install.packages("RPEnsemble")

Install from Github:
library("remotes")
install_github("cran/RPEnsemble")

Install by package version:
library("remotes")
install_version("RPEnsemble", "0.5")



Attach the package and use:
library("RPEnsemble")
Maintained by
Timothy I. Cannings
[Scholar Profile | Author Map]
First Published: 2015-05-05
Latest Update: 2021-02-24
Description:
Implements the methodology of "Cannings, T. I. and Samworth, R. J. (2017) Random-projection ensemble classification, J. Roy. Statist. Soc., Ser. B. (with discussion), 79, 959--1035". The random projection ensemble classifier is a general method for classification of high-dimensional data, based on careful combination of the results of applying an arbitrary base classifier to random projections of the feature vectors into a lower-dimensional space. The random projections are divided into non-overlapping blocks, and within each block the projection yielding the smallest estimate of the test error is selected. The random projection ensemble classifier then aggregates the results of applying the base classifier on the selected projections, with a data-driven voting threshold to determine the final assignment.
How to cite:
Timothy I. Cannings (2015). RPEnsemble: Random Projection Ensemble Classification. R package version 0.5, https://cran.r-project.org/web/packages/RPEnsemble. Accessed 23 Apr. 2025.
Previous versions and publish date:
0.1 (2015-05-05 17:32), 0.2 (2015-05-08 16:52), 0.3 (2016-09-01 21:06), 0.4 (2017-10-07 16:28)
Other packages that cited RPEnsemble R package
View RPEnsemble citation profile
Other R packages that RPEnsemble depends, imports, suggests or enhances
Complete documentation for RPEnsemble
Functions, R codes and Examples using the RPEnsemble R package
Some associated functions: Other.classifier . R . RPChoose . RPChooseSS . RPEnsemble-package . RPEnsembleClass . RPGenerate . RPModel . RPParallel . RPalpha . 
Some associated R codes: Other.classifier.R . RPChoose.R . RPChooseSS.R . RPEnsembleClass.R . RPGenerate.R . RPModel.R . RPParallel.R . RPalpha.R .  Full RPEnsemble package functions and examples
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