Other packages > Find by keyword >

bootSVD  

Fast, Exact Bootstrap Principal Component Analysis for High Dimensional Data
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("bootSVD", "1.2")



Attach the package and use:
library("bootSVD")
Maintained by
Aaron Fisher
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2014-07-21
Latest Update: 2025-06-12
Description:
Implements fast, exact bootstrap Principal Component Analysis and Singular Value Decompositions for high dimensional data, as described in (see also ). For data matrices that are too large to operate on in memory, users can input objects with class 'ff' (see the 'ff' package), where the actual data is stored on disk. In response, this package will implement a block matrix algebra procedure for calculating the principal components (PCs) and bootstrap PCs. Depending on options set by the user, the 'parallel' package can be used to parallelize the calculation of the bootstrap PCs.
How to cite:
Aaron Fisher (2014). bootSVD: Fast, Exact Bootstrap Principal Component Analysis for High Dimensional Data. R package version 1.2, https://cran.r-project.org/web/packages/bootSVD. Accessed 09 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:23), 0.1 (2014-07-21 23:18), 0.2 (2015-04-22 08:05), 0.5 (2015-06-02 00:22), 1.1 (2021-02-02 11:20)
Other packages that cited bootSVD R package
View bootSVD citation profile
Other R packages that bootSVD depends, imports, suggests or enhances
Complete documentation for bootSVD
Functions, R codes and Examples using the bootSVD R package
Some associated functions: As2Vs . EEG_leadingV . EEG_mu . EEG_score_var . bootPCA . bootSVD . bootSVD_LD . fastSVD . ffmatrixmult . genBootIndeces . genQ . getMomentsAndMomentCI . os . qrSVD . reindexMatricesByK . reindexVectorsByK . simEEG . 
Some associated R codes: bootstrap_functions.R .  Full bootSVD package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

TRMF  
Temporally Regularized Matrix Factorization
Functions to estimate temporally regularized matrix factorizations (TRMF) for forecasting and imputi ...
Download / Learn more Package Citations See dependency  
githubinstall  
A Helpful Way to Install R Packages Hosted on GitHub
Provides an helpful way to install packages hosted on GitHub. ...
Download / Learn more Package Citations See dependency  
separationplot  
Separation Plots
Visual representations of model fit or predictive success in the form of "separation plots." See Gr ...
Download / Learn more Package Citations See dependency  
baffle  
Make Waffle Plots with Base Graphics
Waffle plots are rectangular pie charts that represent a quantity or abundances using colored squar ...
Download / Learn more Package Citations See dependency  
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  
binovisualfields  
Depth-Dependent Binocular Visual Fields Simulation
Simulation and visualization depth-dependent integrated visual fields. Visual fields are measured mo ...
Download / Learn more Package Citations See dependency  

28,989

R Packages

247,686

Dependencies

76,495

Author Associations

28,990

Publication Badges

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