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Mplus Users Guide v6.. - Muthén & Muthén

Mplus Users Guide v6.. - Muthén & Muthén

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Examples: Monte Carlo Simulation StudiesTYPE=COMPLEX, an analysis is carried out that takes nonindependenceof observations into account.In external Monte Carlo simulation studies, the MODEL command isalso used to provide values for each parameter. These are used as thepopulation parameter values for the analysis model and are printed in thefirst column of the output labeled Population. They are used forcomputing coverage and as starting values in the estimation of themodel.EXAMPLE 12.7 STEP 1: REAL DATA ANALYSIS OF A CFAWITH COVARIATES (MIMIC) FOR CONTINUOUS FACTORINDICATORS WHERE THE PARAMETER ESTIMATES ARESAVED FOR USE IN A MONTE CARLO SIMULATION STUDYTITLE: this is an example of a real data analysisof a CFA with covariates (MIMIC) forcontinuous factor indicators where theparameter estimates are saved for use in aMonte Carlo simulation studyDATA: FILE = ex12.7real.dat;VARIABLE: NAMES = y1-y10 x1 x2;MODEL: f1 BY y1@1 y2-y5*1;f2 BY y6@1 y7-y10*1;f1-f2*.5;f1 WITH f2*.25;y1-y5*.5;[y1-y5*1];y6-y10*.75;[y6-y10*2];f1 ON x1*.3 x2*.5;f2 ON x1*.5 x2*.3;OUTPUT: TECH1;SAVEDATA: ESTIMATES = ex12.7estimates.dat;In this example, parameter estimates from a real data analysis of a CFAwith covariates (MIMIC) for continuous factor indicators are saved foruse as population parameter values for use in data generation andcoverage in a subsequent internal Monte Carlo simulation study. TheESTIMATES option of the SAVEDATA command is used to specify thename of the file in which the parameter estimates of the analysis will besaved.379

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