LASSO Auxiliary Variable Selection and Auxiliary Vector Diagnostics

Provides tools for assessing and selecting auxiliary variables using LASSO. The package includes functions for variable selection and diagnostics, facilitating survey calibration analysis with emphasis on robust auxiliary vector selection. For more details see Tibshirani (1996) and Caughrey and Hartman (2017) .


auxvecLASSO

The goal of auxvecLASSO is to provide tools for assessing and selecting auxiliary variables using LASSO. The package includes functions for variable selection and diagnostics, facilitating survey calibration analysis with emphasis on robust auxiliary vector selection.

Installation

You can install the development version of auxvecLASSO from GitHub with:

# install.packages("pak")
pak::pak("gustafanderssons/auxvecLASSO-R-Package")

Reference manual

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install.packages("auxvecLASSO")

0.2.0 by Gustaf Andersson, a year ago


https://github.com/gustafanderssons/auxvecLASSO-R-Package


Report a bug at https://github.com/gustafanderssons/auxvecLASSO-R-Package/issues


Browse source code at https://github.com/cran/auxvecLASSO


Authors: Gustaf Andersson [aut, cre, cph]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports doParallel, parallelly, Matrix, glmnet, stats, survey, utils, pROC, crayon

Suggests testthat, foreach, knitr, rmarkdown, withr, sampling, dplyr


See at CRAN