Package: svyVarSel 1.0.1

svyVarSel: Variable Selection for Complex Survey Data

Fit design-based linear and logistic elastic nets with complex survey data considering the sampling design when defining training and test sets using replicate weights. Methods implemented in this package are described in: A. Iparragirre, T. Lumley, I. Barrio, I. Arostegui (2024) <doi:10.1002/sta4.578>.

Authors:Amaia Iparragirre [aut, cre, cph], Thomas Lumley [aut], Irantzu Barrio [aut], Inmaculada Arostegui [aut]

svyVarSel_1.0.1.tar.gz
svyVarSel_1.0.1.zip(r-4.7)svyVarSel_1.0.1.zip(r-4.6)svyVarSel_1.0.1.zip(r-4.5)
svyVarSel_1.0.1.tgz(r-4.6-any)svyVarSel_1.0.1.tgz(r-4.5-any)
svyVarSel_1.0.1.tar.gz(r-4.7-any)svyVarSel_1.0.1.tar.gz(r-4.6-any)
svyVarSel_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
svyVarSel/json (API)
NEWS

# Install 'svyVarSel' in R:

install.packages('svyVarSel', repos = c('https://aiparragirre.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/aiparragirre/svyvarsel/issues

Datasets:

simdata_lasso_binomial - Simulated complex survey data

On CRAN:

complex-survey-data elastic-nets lasso replicate-weights variable-selection

3.18 score 1 stars 1 packages 2 scripts 226 downloads 5 exports 16 dependencies

Last updated from:ee8240efb8. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	119
source / vignettes	OK	162
linux-release-x86_64	OK	110
macos-release-arm64	OK	141
macos-oldrel-arm64	OK	215
windows-devel	OK	81
windows-release	OK	67
windows-oldrel	OK	80
wasm-release	OK	103

Exports:replicate.weights welnet welnet.plot wlasso wlasso.plot

Dependencies:codetools DBI foreach glmnet iterators lattice Matrix minqa mitools numDeriv Rcpp RcppArmadillo RcppEigen shape survey survival

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Replicate weights	replicate.weights
Simulated complex survey data	simdata_lasso_binomial
Weighted (linear or logistic) elastic-nets for complex survey data	welnet
Plot welnet object	welnet.plot
Weighted LASSO prediction models for complex survey data	wlasso
Plot weighted LASSO object	wlasso.plot