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VariableScreening  

High-Dimensional Screening for Semiparametric Longitudinal Regression
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("VariableScreening", "0.2.1")



Attach the package and use:
library("VariableScreening")
Maintained by
John Dziak
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2016-07-19
Latest Update: 2022-06-23
Description:
Implements variable screening techniques for ultra-high dimensional regression settings.Techniques for independent (iid) data, varying-coefficient models, and longitudinal data are implemented. The package currently contains three screen functions: screenIID(), screenLD() and screenVCM(), and six methods for simulating dataset: simulateDCSIS(), simulateLD, simulateMVSIS(), simulateMVSISNY(), simulateSIRS() and simulateVCM(). The package is based on the work of Li-Ping ZHU, Lexin LI, Runze LI, and Li-Xing ZHU (2011) <doi:10.1198/jasa.2011.tm10563>, Runze LI, Wei ZHONG, & Liping ZHU (2012) <doi:10.1080/01621459.2012.695654>, Jingyuan LIU, Runze LI, & Rongling WU (2014) <doi:10.1080/01621459.2013.850086> Hengjian CUI, Runze LI, & Wei ZHONG (2015) <doi:10.1080/01621459.2014.920256>, and Wanghuan CHU, Runze LI and Matthew REIMHERR (2016) <doi:10.1214/16-AOAS912>.
How to cite:
John Dziak (2016). VariableScreening: High-Dimensional Screening for Semiparametric Longitudinal Regression. R package version 0.2.1, https://cran.r-project.org/web/packages/VariableScreening. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.1.0 (2016-07-19 11:21), 0.1.1 (2016-07-28 17:28), 0.2.0 (2018-08-09 10:40)
Other packages that cited VariableScreening R package
View VariableScreening citation profile
Other R packages that VariableScreening depends, imports, suggests or enhances
Complete documentation for VariableScreening
Functions, R codes and Examples using the VariableScreening R package
Some associated functions: screenIID . screenLD . screenVCM . simulateDCSIS . simulateLD . simulateMVSIS . simulateMVSISNY . simulateSIRS . simulateVCM . 
Some associated R codes: screenIID.R . screenLD.R . screenVCM.R . simulateLD.R . simulateMVSIS.R . simulateMVSISNY.R . simulateVCM.R .  Full VariableScreening package functions and examples
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