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Structural equation modeling in R(lavaan,sem)
7 messages · jouba, Jeremy Miles, yrosseel
On 3 April 2011 12:38, jouba <antrael at hotmail.com> wrote:
Daer all, I have a question concerning longitudinal data: When we have a longitudinal data and we have to do sem analysis there is in the package lavaan some functions,options in this package that help to do this or we can treat these data like non longitudinal data
No, and (qualified) no. 1. There are (AFAIK) no options, functions that are specific to longitudinal data. 2. You don't treat these data as non-longitudinal data, you add parameters that are appropriate though. For example, look at the model shown on http://lavaan.ugent.be. dem60 and dem65 are two measures of the same construct at different timepoints, so there are correlations over time for each pair of measured variables that are measures of that construct - i.e. y1 ~~ y5 3. You would get much better answers on the SEM mailing list - semnet. You can join it here: http://www2.gsu.edu/~mkteer/semnet.html#Joining. Jeremy
Jeremy Miles Psychology Research Methods Wiki: www.researchmethodsinpsychology.com
On 04/03/2011 09:38 PM, jouba wrote:
Daer all, I have a question concerning longitudinal data: When we have a longitudinal data and we have to do sem analysis there is in the package lavaan some functions,options in this package that help to do this or we can treat these data like non longitudinal data
The function 'growth' (in the lavaan package) can be used for (standard) growth modeling. Good material about growth modeling (using Mplus) can be found here: http://statistics.ats.ucla.edu/stat/mplus/seminars/gm/default.htm Next, you can read how to do growth modeling with lavaan by reading section 7 in the lavaan intro, which you can download from the documentation section on the lavaan website (http://lavaan.org). Yves.
Yves Rosseel -- http://www.da.ugent.be Department of Data Analysis, Ghent University Henri Dunantlaan 1, B-9000 Gent, Belgium
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On 04/04/2011 07:14 PM, jouba wrote:
Thanks you for your response For lavaan package can i have more information about this example you have applied in the section 7 the meanings of The variables (c1,c2,c3,c4, i ,s ,x1,x2) I think i have need more information to learn more about how able to apply growth model in my data (longitudianl data)
In the example, c1-c4 are time-varying covariates, i and s are the random intercept and slope respectively, and x1 and x2 are two exogenous covariates influencing the intercept and slope. Please note: the lavaanIntroduction document is hardly useful to _learn_ about growth models (or any SEM model for that matter). It only explains how to fit them using the lavaan package. To learn about growth models, you may want to read any one of the books below: Latent Curve Models: A Structural Equation Perspective (Wiley Series in Probability and Statistics) by Kenneth A. Bollen and Patrick J. Curran (Hardcover - Dec 23, 2005) Latent Growth Curve Modeling (Quantitative Applications in the Social Sciences) by Dr. Kristopher J. Preacher, Aaron Lee Wichman, Robert Charles MacCallum and Dr. Nancy E. Briggs (Paperback - Jun 27, 2008) An Introduction to Latent Variable Growth Curve Modeling: Concepts, Issues, and Applications (Quantitative Methodology) (Quantitative Methodology Series) by Terry E. Duncan, Susan C. Duncan and Lisa A. Strycker (Paperback - May 23, 2006) Yves.
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11 days later
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