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 07 Jun. 2026.
Previous versions and publish date:
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

roxygen2  
In-Line Documentation for R
Generate your Rd documentation, 'NAMESPACE' file, and collation field using specially formatted com ...
Download / Learn more Package Citations See dependency  
embryogrowth  
Tools to Analyze the Thermal Reaction Norm of Embryo Growth
Tools to analyze the embryo growth and the sexualisation thermal reaction norms. See ...
Download / Learn more Package Citations See dependency  
cesR  
Access the Canadian Election Study Datasets
Makes accessing and loading the Canadian Election Study (, ...
Download / Learn more Package Citations See dependency  
curtailment  
Finds Binary Outcome Designs Using Stochastic Curtailment
Finds single- and two-arm designs using stochastic curtailment, as described by Law et al. (2022) ...
Download / Learn more Package Citations See dependency  
xmlr  
Read, Write and Work with 'XML' Data
'XML' package for creating and reading and manipulating 'XML', with an object model based on 'Refere ...
Download / Learn more Package Citations See dependency  
keep  
Arrays with Better Control over Dimension Dropping
Provides arrays with flexible control over dimension dropping when subscripting. ...
Download / Learn more Package Citations See dependency  

27,372

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

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