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vsmi (version 0.1.0)

Variable Selection for Multiple Imputed Data

Description

Penalized weighted least-squares estimate for variable selection on correlated multiply imputed data and penalized estimating equations for generalized linear models with multiple imputation. Reference: Li, Y., Yang, H., Yu, H., Huang, H., Shen, Y*. (2023) "Penalized estimating equations for generalized linear models with multiple imputation", . Li, Y., Yang, H., Yu, H., Huang, H., Shen, Y*. (2023) "Penalized weighted least-squares estimate for variable selection on correlated multiply imputed data", .

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Version

Install

install.packages('vsmi')

Monthly Downloads

189

Version

0.1.0

License

MIT + file LICENSE

Maintainer

Haoyu Yang

Last Published

May 25th, 2024

Functions in vsmi (0.1.0)

generate_pwls_missing_data

Generate example data for PWLS
generate_pee_missing_data

Generate example data for PEE
PEE

Penalized estimating equations for generalized linear models with multiple imputation
vsmi

vsmi: Variable selection for multiple imputed data
PWLS

Penalized weighted least-squares estimate for variable selection on correlated multiply imputed data