Compiled by Kelvyn Jones, Myles Gould and SV Subramanian.
A alternative here, but for a abounding list, go to advantageous books
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Publications by the CMM team, and associates, can be accessed via the CMM Members page.
Wolfgang Ludwig-Mayerhofer’s annotated references on multilevel modelling: wlm.userweb.mwn.de/wlmmule.htm
There is a structured account of references (based on altered types of model) at the HLM website www.ssicentral.com/hlm/references.html#r7
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The CMM maintains reviews of some of the bales accessible for multilevel modelling. These reviews accommodate syntax for applicable a ambit of multilevel models to archetype datasets.
If you appetite to see how a accurate archetypal can be adapted in accurate software, there are the developing assets at UCLA www.ats.ucla.edu/stat/examples/
For those adulatory to analyse longitudinal data, software instructions in a advanced ambit of programs is provided by UCLA to accompany the arbiter Singer JD, Willett JB, 2003 Activated longitudinal abstracts analysis: clay change and accident occurrence, New York, Oxford University Press, at:www.ats.ucla.edu/stat/examples/alda/
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A growing bulk of web-based (or at atomic downloadable) training abstracts are actuality developed. We accept organized this breadth by the accurate software that is actuality used, and rather arbitrarily afar bartering software from the freeware that follows
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There are a cardinal of programs that are accessible at low or nil cost; some of these are accepted (like R), others are added specific but can accept adapted appearance that accomplish them decidedly attractive; we accept approved to analyze these adapted appearance below. We accept additionally acicular to some adapted training resources.
for detached responses there is the action glmmPQL which is discussed in the 4th copy of Modern activated statistics with S W. N. Venables and B. D. Ripley; the book additionally covers accustomed access models; there is online abutment for the book at www.stats.ox.ac.uk/pub/MASS4/
Jeff Gill maintains a website that provides help, tutorials and references for those who appetite to use Rhttp://jgill.wustl.edu/Site/Homepage.html
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Douglas Bates who developed the LME and NLME functions in R and S-plus has a website at www.stat.wisc.edu/~bates/bates.html
Bill Browne (who has fabricated above contributions to the MCMC basic of MLwiN) has a ample cardinal of downloadable affidavit at seis.bris.ac.uk/~frwjb/bill.html
David Draper has a lot of actual about the Bayesian access to hierarchical models on his web site: www.cse.ucsc.edu/~draper/
Tony Fielding has advantageous actual on ordered absolute variables, endogeneity and active variables including MLwiN macros on his web site
Andrew Gelman has lots of downloadable affidavit and presentations on multilevel modelling with a able Bayesian flavour www.stat.columbia.edu/~gelman/
Harvey Goldstein, who is the agitator of the MLwiN software has a cardinal of downloadable affidavit at his web site
Don Hedeker who has been abaft the MIX set of programs has address transparencies and chic addendum on longitudinal assay at Don Hedeker’s web site
Joop Hox’s web armpit has papers, programs and lectures to download at http://joophox.net
Alastair Leyland has abundantly acclimated multilevel modelling in accessible health
Bengt Muthen who is the developer of Mplus which allows multilevel agency assay has a armpit at https://gseis.ucla.edu/directory/bengt-muthen/
Jason Newsom’s multilevel web armpit has altercation of capacity like centering, and how to analyze amid anchored and accidental effects http://web.pdx.edu/~newsomj/
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David Rogosa has advantageous links to his advance Education 260 on Popular Methods (including multilevel modeling, and causal inference) and Education 351 on Longitudinal assay www.stanford.edu/~rag/
Steve Raudenbush’s LAMMP website has publications and pre-prints and links to the projects he is currently alive on www-personal.umich.edu/~rauden/
Tom Snijder’s web armpit www.stats.ox.ac.uk/~snijders/
Subramanian’s assay affidavit on appliance multilevel models in amusing epidemiology and bloom as able-bodied training assets accompanying to the concepts and appliance of multilevel statistical methods can be begin at http://www.hsph.harvard.edu/faculty/venkata-sankaranarayanan/.
The Office of Behavioral and Amusing Sciences Assay (OBSSR) accept some abundant alternate Multilevel Clay Materials.
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For an absorbing altercation about what multilevel models can (and cannot do) see the altering at www.stat.columbia.edu
For the use of multilevel models in amusing arrangement analysis, see www.stats.ox.ac.uk/~snijders/socnet.htm
For affidavit appliance multilevel modelling, see the Gallery of appear examples, searchable by archetypal type.
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MCMC admiration is more actuality acclimated to appraisal circuitous models; there are cardinal of sites with absolutely accessible assets to get you started:
Simon Jackman’s Admiration and Inference via Markov alternation Monte Carlo: a ability for amusing scientists tamarama.stanford.edu/mcmc/
Jeff Gill’s web armpit is a abundance of advice in this area, it includes some down-loadable capacity from his 2002 book Bayesian Methods for the Amusing and Behavioral Sciences which is to be thoroughly recommended http://jgill.wustl.edu/Site/Homepage.html
There is a advantageous website for David Spiegelhalter, Keith Abrams and Jonathan Myles (2003) Bayesian approaches to analytic trials and health-care evaluation, Wiley; it contains downloads for the examples that use WinBugs and Excel worksheets that acquiesce simple assay of odds-ratio and hazard arrangement models on the base of accustomed priors and likelihoods www.mrc-bsu.cam.ac.uk/bayeseval/
Sujjit Sahu’s tutorial on MCMC www.maths.soton.ac.uk/staff/Sahu/utrecht/
Harold Lehmann Bayesian Communication prototypes Bayesian assay on-line www.hopkinsmedicine.org/Bayes/PrimaryPages/Index.cfm
A Brief Addition to Graphical Models and Bayesian Networks is to be begin at http://www.cs.ubc.ca/~murphyk/Bayes/bayes.html
For software to actuate sample-size requirements appliance above-mentioned assessment see Lawrence Joseph’s Bayesian software armpit www.medicine.mcgill.ca/epidemiology/Joseph/
To accumulate up to date in this area, you can appointment the MCMC album account www.statslab.cam.ac.uk/~mcmc/
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Christopher Winship’s Counterfactual Causal Assay in Sociology website provides a acceptable addition to developments in this breadth www.wjh.harvard.edu/~cwinship/cfa.html
Harvard School of Accessible Bloom PROGRAM ON CAUSAL INFERENCE in Epidemiology and Allied Sciences www.hsph.harvard.edu/causal/index.htm
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Judea Pearl has a ample cardinal of downloads of lectures and affidavit ayes.cs.ucla.edu/jp_home.html
Guido Imbens – ideas.repec.org/e/pim4.html
David Harding – www-personal.umich.edu/~dharding/
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for R-based analogous software which uses a advanced ambit of techniques see Gary King’s armpit sekhon.berkeley.edu/matching/
there is a SPSS syntax book for ability scoring accessible at John Painter’s armpit www.unc.edu/~painter/SPSSsyntax/propen.txt
facilities in R for Multivariate and Ability Account Analogous Software accounting by Jasjeet Sekhon sekhon.berkeley.edu/matching/
and Stata programs for ATT admiration based on ability account analogous www.sobecker.de/pscore.html
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The “Columbia accumulation on Bayesian statistics, multilevel modelling, causal inference, and amusing networks” accept a armpit at www.stat.columbia.edu/~sam/MultilevelModeling/
There are pre-prints and publications on Steve Raudenbush’s armpit – chase for ‘causal’.
Tony Fielding has actual on endogeneity and active variables including MLwiN macros, at Tony Fielding
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Missing abstracts are a assiduous botheration in amusing and added datasets. The Centre for Multilevel Modelling’s (CMM) Missing Abstracts webpage capacity functionality the CMM team, calm wtih colleagues, accept developed to handle circuitous datasets with missing abstracts via the software packages REALCOM-IMPUTE and Stat-JR.
Note that added advice on administration missing abstracts can additionally be begin at http://missingdata.lshtm.ac.uk, and additionally in Module 14 of the chargeless LEMMA online multilevel modelling course.
Note: some of the abstracts on this folio are in PDF format. In adjustment to appearance a PDF you will charge Adobe Acrobat Reader
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