Other packages > Find by keyword >

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]
All associated links for this package
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 05 Mar. 2026.
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
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
imagefx  
Extract Features from Images
Synthesize images into characteristic features for time-series analysis or machine learning applicat ...
Download / Learn more Package Citations See dependency  
pinp  
'pinp' is not 'PNAS'
A 'PNAS'-alike style for 'rmarkdown', derived from the 'Proceedings of the National Academy of Scie ...
Download / Learn more Package Citations See dependency  
diffIRT  
Diffusion IRT Models for Response and Response Time Data
Package to fit diffusion-based IRT models to response and response time data. Models are fit using ...
Download / Learn more Package Citations See dependency  
ClimClass  
Climate Classification According to Several Indices
Classification of climate according to Koeppen - Geiger, of aridity indices, of continentality indi ...
Download / Learn more Package Citations See dependency  
neat  
Efficient Network Enrichment Analysis Test
Includes functions and examples to compute NEAT, the Network Enrichment Analysis Test described in ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA