Other packages > Find by keyword >

EnsemblePCReg  

Extensible Package for Principal-Component-Regression-Based Heterogeneous Ensemble Meta-Learning
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("EnsemblePCReg", "1.1.4")



Attach the package and use:
library("EnsemblePCReg")
Maintained by
Alireza S. Mahani
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2014-11-28
Latest Update:
Description:
Extends the base classes and methods of 'EnsembleBase' package for Principal-Components-Regression-based (PCR) integration of base learners. Default implementation uses cross-validation error to choose the optimal number of PC components for the final predictor. The package takes advantage of the file method provided in 'EnsembleBase' package for writing estimation objects to disk in order to circumvent RAM bottleneck. Special save and load methods are provided to allow estimation objects to be saved to permanent files on disk, and to be loaded again into temporary files in a later R session. Users and developers can extend the package by extending the generic methods and classes provided in 'EnsembleBase' package as well as this package.
How to cite:
Alireza S. Mahani (2014). EnsemblePCReg: Extensible Package for Principal-Component-Regression-Based Heterogeneous Ensemble Meta-Learning. R package version 1.1.4, https://cran.r-project.org/web/packages/EnsemblePCReg. Accessed 25 Jun. 2026.
Previous versions and publish date:
0.6 (2014-11-28 00:21), 1.0.0 (2016-02-13 00:33), 1.1.1 (2016-09-14 18:50), 1.1.4 (2022-04-18 23:54), 1.1 (2016-06-29 02:38)
Other packages that cited EnsemblePCReg R package
View EnsemblePCReg citation profile
Other R packages that EnsemblePCReg depends, imports, suggests or enhances
Complete documentation for EnsemblePCReg
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

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