Package: spikeSlabGAM 1.1-20

Fabian Scheipl

spikeSlabGAM: Bayesian Variable Selection and Model Choice for Generalized Additive Mixed Models

Bayesian variable selection, model choice, and regularized estimation for (spatial) generalized additive mixed regression models via stochastic search variable selection with spike-and-slab priors.

Authors:Fabian Scheipl [aut, cre], Bettina Gruen [ctb]

spikeSlabGAM_1.1-20.tar.gz
spikeSlabGAM_1.1-20.tar.gz(r-4.5-noble)spikeSlabGAM_1.1-20.tar.gz(r-4.4-noble)
spikeSlabGAM_1.1-20.tgz(r-4.4-emscripten)spikeSlabGAM_1.1-20.tgz(r-4.3-emscripten)
spikeSlabGAM.pdf |spikeSlabGAM.html✨
spikeSlabGAM/json (API)
NEWS

# Install 'spikeSlabGAM' in R:
install.packages('spikeSlabGAM', repos = 'https://cloud.r-project.org')

Bug tracker:https://github.com/fabian-s/spikeslabgam/issues1 issues

Uses libs:
  • openblas– Optimized BLAS

On CRAN:

Conda:

openblas

2.95 score 1 stars 1 packages 732 downloads 3 mentions 14 exports 46 dependencies

Last updated 5 months agofrom:60e6318800. Checks:3 OK. Indexed: no.

TargetResultLatest binary
Doc / VignettesOKMar 22 2025
R-4.5-linux-x86_64OKMar 22 2025
R-4.4-linux-x86_64OKMar 22 2025

Exports:evalTermfctgetPosteriorTermlinmrfplotTermrndsmspikeAndSlabspikeSlabGAMsrfssGAM2BugsssGAMDesignu

Dependencies:bootcliclustercodacolorspacedeldirfansifarverggplot2gluegridExtragtableinterpisobandlabelinglatticelifecyclemagrittrMASSMatrixMatrixModelsmcmcMCMCpackmgcvmunsellmvtnormnlmepillarpkgconfigplyrquantregR2WinBUGSR6RColorBrewerRcppRcppEigenreshaperlangscalesSparseMsurvivaltibbleutf8vctrsviridisLitewithr

spikeSlabGAM: Bayesian Variable Selection, Model Choice and Regularization for Generalized Additive Mixed Models in R

Rendered fromUsingSpikeSlabGAM-wrapper.Rnwusingutils::Sweaveon Mar 22 2025.

Last update: 2022-05-30
Started: 2022-05-30

Citation

To cite package 'spikeSlabGAM' in publications, please use one of the following articles. The JSS (2011) article focuses more on implementation, while theoretical details, simulation results and case studies are published in JASA (2012):

Fabian Scheipl (2011). spikeSlabGAM: Bayesian Variable Selection, Model Choice and Regularization for Generalized Additive Mixed Models in R. Journal of Statistical Software, 43(14), 1--24.

Fabian Scheipl, Ludwig Fahrmeir, Thomas Kneib (2012). Spike-and-Slab Priors for Function Selection in Structured Additive Regression Models. Journal of the American Statistical Association, 107(500), 1518--1532.

Corresponding BibTeX entries: 

  @Article{,
    title = {{spikeSlabGAM}: {B}ayesian Variable Selection, Model
      Choice and Regularization for Generalized Additive Mixed Models
      in {R}},
    author = {Fabian Scheipl},
    journal = {Journal of Statistical Software},
    year = {2011},
    volume = {43},
    number = {14},
    pages = {1--24},
    doi = {10.18637/jss.v043.i14},
  }

  @Article{,
    title = {Spike-and-Slab Priors for Function Selection in Structured
      Additive Regression Models},
    author = {Fabian Scheipl and Fahrmeir Ludwig and Kneib Thomas},
    journal = {Journal of the American Statistical Association},
    year = {2012},
    volume = {107},
    number = {500},
    pages = {1518--1532},
    url = {http://dx.doi.org/10.1080/01621459.2012.737742},
  }