Package: mbest 0.6.1

Ben Bolker

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], Timothy Sweetser [ctb], Kyle Schmaus [ctb], Ningshan Zhang [aut, ctb], Ben Bolker [cre]

mbest_0.6.1.tar.gz
mbest_0.6.1.zip(r-4.7)mbest_0.6.1.zip(r-4.6)mbest_0.6.1.zip(r-4.5)
mbest_0.6.1.tgz(r-4.6-x86_64)mbest_0.6.1.tgz(r-4.6-arm64)mbest_0.6.1.tgz(r-4.5-x86_64)mbest_0.6.1.tgz(r-4.5-arm64)
mbest_0.6.1.tar.gz(r-4.7-arm64)mbest_0.6.1.tar.gz(r-4.7-x86_64)mbest_0.6.1.tar.gz(r-4.6-arm64)mbest_0.6.1.tar.gz(r-4.6-x86_64)
mbest_0.6.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mbest/json (API)

# Install 'mbest' in R:

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

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

On CRAN:

6.22 score 26 stars 2 packages 13 scripts 4.1k downloads 15 exports 16 dependencies

Last updated from:d6e882a4fc. Checks:13 OK. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	204
linux-devel-x86_64	OK	196
source / vignettes	OK	194
linux-release-arm64	OK	173
linux-release-x86_64	OK	183
macos-release-arm64	OK	174
macos-release-x86_64	OK	341
macos-oldrel-arm64	OK	242
macos-oldrel-x86_64	OK	401
windows-devel	OK	180
windows-release	OK	153
windows-oldrel	OK	169
wasm-release	OK	117

Exports:firthglm.control firthglm.fit fixef.mhglm fixef.mhglm_ml mhglm mhglm_ml mhglm_sim mhglm.control mhglm.fit ranef.mhglm ranef.mhglm_ml sigma.mhglm sigma.mhglm_ml VarCorr.mhglm VarCorr.mhglm_ml

Dependencies:abind BH bigmemory bigmemory.sri codetools foreach iterators lattice logging Matrix nlme rbibutils Rcpp Rdpack reformulas uuid

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Moment-Based Estimation for Hierarchical Models	mbest-package mbest
Mixed Effects	fixef 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 Reduction	firthglm.control firthglm.fit
Fitting Moment Hierarchical Generalized Linear Models	mhglm mhglm.fit mhglm_ml mhglm_ml.fit
Simulate response patterns	mhglm_sim
Auxiliary for Controlling Moment Heirarchical GLM Fitting	mhglm.control mhglm_ml.control
Terms and Model Matrix	model.matrix.mhglm model.matrix.mhglm_ml terms.mhglm terms.mhglm_ml
Prediction	predict.mhglm predict.mhglm_ml sigma sigma.mhglm sigma.mhglm_ml