Package: mbest 0.6

mbest: Moment-Based Estimation for Hierarchical Models

Fast moment-based hierarchical model fitting. Implements methods from the papers "Fast Moment-Based Estimation for Hierarchical Models," by Perry (2017) and "Fitting a Deeply Nested Hierarchical Model to a Large Book Review Dataset Using a Moment-Based Estimator," by Zhang, Schmaus, and Perry (2018).

Authors:Patrick O. Perry [aut, cre], Timothy Sweetser [ctb], Kyle Schmaus [ctb], Ningshan Zhang [aut, ctb]

mbest_0.6.tar.gz
mbest_0.6.zip(r-4.5)mbest_0.6.zip(r-4.4)mbest_0.6.zip(r-4.3)
mbest_0.6.tgz(r-4.4-x86_64)mbest_0.6.tgz(r-4.4-arm64)mbest_0.6.tgz(r-4.3-x86_64)mbest_0.6.tgz(r-4.3-arm64)
mbest_0.6.tar.gz(r-4.5-noble)mbest_0.6.tar.gz(r-4.4-noble)
mbest_0.6.tgz(r-4.4-emscripten)mbest_0.6.tgz(r-4.3-emscripten)
mbest.pdf |mbest.html
mbest/json (API)

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

Peer review:

Bug tracker:https://github.com/patperry/r-mbest/issues

On CRAN:

5.46 score 24 stars 2 packages 13 scripts 1.0k downloads 15 exports 19 dependencies

Last updated 6 years agofrom:a4414178b7. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 07 2024
R-4.5-win-x86_64NOTENov 07 2024
R-4.5-linux-x86_64NOTENov 07 2024
R-4.4-win-x86_64NOTENov 07 2024
R-4.4-mac-x86_64NOTENov 07 2024
R-4.4-mac-aarch64NOTENov 07 2024
R-4.3-win-x86_64NOTENov 07 2024
R-4.3-mac-x86_64NOTENov 07 2024
R-4.3-mac-aarch64NOTENov 07 2024

Exports:firthglm.controlfirthglm.fitfixef.mhglmfixef.mhglm_mlmhglmmhglm_mlmhglm_simmhglm.controlmhglm.fitranef.mhglmranef.mhglm_mlsigma.mhglmsigma.mhglm_mlVarCorr.mhglmVarCorr.mhglm_ml

Dependencies:abindBHbigmemorybigmemory.sribootcodetoolsforeachiteratorslatticelme4loggingMASSMatrixminqanlmenloptrRcppRcppEigenuuid

Readme and manuals

Help Manual

Help pageTopics
Moment-Based Estimation for Hierarchical Modelsmbest-package mbest
Mixed Effectsfixef fixef.mhglm fixef.mhglm_ml ranef ranef.mhglm ranef.mhglm_ml VarCorr VarCorr.mhglm VarCorr.mhglm_ml vcov.mhglm vcov.mhglm_ml
Fitting Generalized Linear Models with Firth's Bias Reductionfirthglm.control firthglm.fit
Fitting Moment Hierarchical Generalized Linear Modelsmhglm mhglm.fit mhglm_ml mhglm_ml.fit
Simulate response patternsmhglm_sim
Auxiliary for Controlling Moment Heirarchical GLM Fittingmhglm.control mhglm_ml.control
Terms and Model Matrixmodel.matrix.mhglm model.matrix.mhglm_ml terms.mhglm terms.mhglm_ml
Predictionpredict.mhglm predict.mhglm_ml sigma sigma.mhglm sigma.mhglm_ml