Published by the Foundation for Open Access Statistics
Editors-in-chief: Bettina Grün, Torsten Hothorn, Edzer Pebesma, Achim Zeileis    ISSN 1548-7660; CODEN JSSOBK
R2MLwiN: A Package to Run MLwiN from within R | Zhang | Journal of Statistical Software
Authors: Zhengzheng Zhang, Richard M. A. Parker, Christopher M. J. Charlton, George Leckie, William J. Browne
Title: R2MLwiN: A Package to Run MLwiN from within R
Abstract: R2MLwiN is a new package designed to run the multilevel modeling software program MLwiN from within the R environment. It allows for a large range of models to be specified which take account of a multilevel structure, including continuous, binary, proportion, count, ordinal and nominal responses for data structures which are nested, cross-classified and/or exhibit multiple membership. Estimation is available via iterative generalized least squares (IGLS), which yields maximum likelihood estimates, and also via Markov chain Monte Carlo (MCMC) estimation for Bayesian inference. As well as employing MLwiN's own MCMC engine, users can request that MLwiN write BUGS model, data and initial values statements for use with WinBUGS or OpenBUGS (which R2MLwiN automatically calls via rbugs), employing IGLS starting values from MLwiN. Users can also take advantage of MLwiN's graphical user interface: for example to specify models and inspect plots via its interactive equations and graphics windows. R2MLwiN is supported by a large number of examples, reproducing all the analyses conducted in MLwiN's IGLS and MCMC manuals.

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Paper: R2MLwiN: A Package to Run MLwiN from within R     Download PDF (Downloads: 826)
Supplements:
R2MLwiN_0.8-3.tar.gz: R source package Download (Downloads: 82; 348KB)
v72i10-replication.zip: Replication materials Download (Downloads: 78; 5KB)

DOI: 10.18637/jss.v072.i10

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Code: GNU General Public License (at least one of version 2 or version 3) or a GPL-compatible license.