Package: springer 0.1.9

springer: Sparse Group Variable Selection for Gene-Environment Interactions in the Longitudinal Study

Recently, regularized variable selection has emerged as a powerful tool to identify and dissect gene-environment interactions. Nevertheless, in longitudinal studies with high dimensional genetic factors, regularization methods for G×E interactions have not been systematically developed. In this package, we provide the implementation of sparse group variable selection, based on both the quadratic inference function (QIF) and generalized estimating equation (GEE), to accommodate the bi-level selection for longitudinal G×E studies with high dimensional genomic features. Alternative methods conducting only the group or individual level selection have also been included. The core modules of the package have been developed in C++.

Authors:Fei Zhou, Yuwen Liu, Xi Lu, Jie Ren, Cen Wu

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springer.pdf |springer.html
springer/json (API)
NEWS

# Install 'springer' in R:
install.packages('springer', repos = c('https://feizhoustat.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/feizhoustat/springer/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • dat - Simulated data for demonstrating the usage of springer

On CRAN:

3.30 score 4 stars 2 scripts 237 downloads 5 exports 3 dependencies

Last updated 10 months agofrom:be2d7ca93e. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 17 2024
R-4.5-win-x86_64OKNov 17 2024
R-4.5-linux-x86_64OKNov 17 2024
R-4.4-win-x86_64OKNov 17 2024
R-4.4-mac-x86_64OKNov 17 2024
R-4.4-mac-aarch64OKNov 17 2024
R-4.3-win-x86_64OKNov 17 2024
R-4.3-mac-x86_64OKNov 17 2024
R-4.3-mac-aarch64OKNov 17 2024

Exports:cv.springerdmcppenaltyreformatspringer

Dependencies:MASSRcppRcppArmadillo