[R-sig-ME] Mixed/Hierarchical/Multilevel Modeling packages in R
Kingsford Jones
kingsfordjones at gmail.com
Wed Mar 17 03:56:00 CET 2010
Today's post about the ordinal package inspired a search of the CRAN
packages page for the words 'mixed', 'multilevel', and 'hierarchical',
turning up an impressive list of packages (pasted below). I'm sure
there are others on and off CRAN (e.g. the ordinal and MASS packages
didn't show up via this search, and of course neither did off-CRAN
packages OpenMx and glmmADMB). Has anyone put together or seen a more
comprehensive summary, or have additions to the list? Seems a Task
View would be useful, but unfortunately I can't volunteer at the
moment...
best,
Kingsford Jones
###
Mixed modeling packages found 2010-03-16 on
http://cran.r-project.org/web/packages/
###
amer -- Additive mixed models with lme4
arm -- Data Analysis Using Regression and Multilevel/Hierarchical Models
coxme -- Mixed Effects Cox Models
gamm4 -- Generalized additive mixed models using mgcv and lme4
GLMMarp -- Generalized Linear Multilevel Model with AR(p) Errors Package
glmmAK -- Generalized Linear Mixed Models
glmmBUGS -- Generalised Linear Mixed Models and Spatial Models with BUGS
heavy -- Estimation in the linear mixed model using heavy-tailed distributions
hglm -- hglm is used to fit hierarchical generalized linear models
HGLMMM -- Hierarchical Generalized Linear Models
influence.ME -- Tools for detecting influential data in mixed effects models
kinship -- mixed-effects Cox models, sparse matrices, and modeling
data from large pedigrees
lme4 -- Linear mixed-effects models using S4 classes
lmeSplines -- lmeSplines
lmec -- Linear Mixed-Effects Models with Censored Responses
lmm -- Linear mixed models
longRPart -- Recursive partitioning of longitudinal data using
mixed-effects models
MASS -- Main Package of Venables and Ripley's MASS (see function glmmPQL)
MCMCglmm -- MCMC Generalised Linear Mixed Models
MEMSS -- Data sets from Mixed-effects Models in S
mlmRev -- Examples from Multilevel Modelling Software Review
multilevel -- Multilevel Functions
nlme -- Linear and Nonlinear Mixed Effects Models
nlmeODE -- Non-linear mixed-effects modelling in nlme using
differential equations
npde -- Normalised prediction distribution errors for nonlinear
mixed-effect models
ordinal -- Regression Models for Ordinal Data
PSM -- Non-Linear Mixed-Effects modelling using Stochastic
Differential Equations
pamm -- Power analysis for random effects in mixed models
pedigreemm -- Pedigree-based mixed-effects models
phmm -- Proportional Hazards Mixed-effects Model (PHMM)
RLRsim -- Exact (Restricted) Likelihood Ratio tests for mixed and
additive models
SASmixed -- Data sets from "SAS System for Mixed Models"
###
Off-CRAN mixed modeling packages:
###
glmmADMB -- Mixed models for discrete data in R
OpenMx -- Advanced Structural Equation Modeling
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