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mbest (version 0.6)

Moment-Based Estimation for Hierarchical Models

Description

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).

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Install

install.packages('mbest')

Monthly Downloads

644

Version

0.6

License

Apache License (== 2.0) | file LICENSE

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Maintainer

Patrick Perry

Last Published

May 25th, 2018

Functions in mbest (0.6)

effects

Mixed Effects
firthglm.fit

Fitting Generalized Linear Models with Firth's Bias Reduction
mhglm.control

Auxiliary for Controlling Moment Heirarchical GLM Fitting
mhglm_sim

Simulate response patterns
model.matrix.mhglm

Terms and Model Matrix
mbest-package

mbest
predict

Prediction
mhglm

Fitting Moment Hierarchical Generalized Linear Models