Other packages > Find by keyword >

sparseEigen  

Computation of Sparse Eigenvectors of a Matrix
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("sparseEigen", "0.1.0")



Attach the package and use:
library("sparseEigen")
Maintained by
Daniel P. Palomar
[Scholar Profile | Author Map]
First Published: 2017-12-21
Latest Update: 2017-12-21
Description:
Computation of sparse eigenvectors of a matrix (aka sparse PCA) with running time 2-3 orders of magnitude lower than existing methods and better final performance in terms of recovery of sparsity pattern and estimation of numerical values. Can handle covariance matrices as well as data matrices with real or complex-valued entries. Different levels of sparsity can be specified for each individual ordered eigenvector and the method is robust in parameter selection. See vignette for a detailed documentation and comparison, with several illustrative examples. The package is based on the paper: K. Benidis, Y. Sun, P. Babu, and D. P. Palomar (2016). "Orthogonal Sparse PCA and Covariance Estimation via Procrustes Reformulation," IEEE Transactions on Signal Processing <doi:10.1109/TSP.2016.2605073>.
How to cite:
Daniel P. Palomar (2017). sparseEigen: Computation of Sparse Eigenvectors of a Matrix. R package version 0.1.0, https://cran.r-project.org/web/packages/sparseEigen. Accessed 30 Apr. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited sparseEigen R package
View sparseEigen citation profile
Other R packages that sparseEigen depends, imports, suggests or enhances
Complete documentation for sparseEigen
Functions, R codes and Examples using the sparseEigen R package
Some associated functions: spEigen . spEigenCov . 
Some associated R codes: spEigen.R . spEigenCov.R .  Full sparseEigen package functions and examples
Downloads during the last 30 days
03/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/28Downloads for sparseEigen010203040506070TrendBars

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  
crimeutils  
A Comprehensive Set of Functions to Clean, Analyze, and Present Crime Data
A collection of functions that make it easier to understand crime (or other) data, and assist other ...
Download / Learn more Package Citations See dependency  
schrute  
The Entire Transcript from the Office in Tidy Format
The complete scripts from the American version of the Office television show in tibble format. Use ...
Download / Learn more Package Citations See dependency  
eyetrackingR  
Eye-Tracking Data Analysis
Addresses tasks along the pipeline from raw data to analysis and visualization for eye-tracking dat ...
Download / Learn more Package Citations See dependency  
micEconAids  
Demand Analysis with the Almost Ideal Demand System (AIDS)
Functions and tools for analysing consumer demand with the Almost Ideal Demand System (AIDS) sugg ...
Download / Learn more Package Citations See dependency  
GRAPE  
Gene-Ranking Analysis of Pathway Expression
Gene-Ranking Analysis of Pathway Expression (GRAPE) is a tool for summarizing the consensus behavio ...
Download / Learn more Package Citations See dependency  

24,142

R Packages

207,311

Dependencies

65,176

Author Associations

24,143

Publication Badges

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