Marios
2013-Feb-21 14:59 UTC
[R] total indirect effects in structural equation modeling using lavaan
Hi all, I am using package lavaan and have created a structural equation model with two exogenous and seven endogenous variables with the following relationships #specify the model m1 = ' # regressions D ~ ma + hs + b4 + b5 + b15 + b16 ma ~ hs + b4 + b5 + b15 + b16 hs ~ b4 + b5 + b15 + b16 b4 ~ el + la b5 ~ el + la b15 ~ el + la b16 ~ el + la #(residual) variances and covariances b4 ~~ b5 b4 ~~ b15 b4 ~~ b16 b5 ~~ b15 b5 ~~ b16 b15 ~~ b16 ' # fit the model fit.m1 = sem(m1, data=x) # summary result with standardised coefficients and r^2 summary(fit.m1, standardized = TRUE, rsq=TRUE) # My question.......I would like to calculate the total indirect effects of all variables on the right-hand-side of the regression eqn's so that i can work out the total effect (indirect effects + direct effect) I know the direct effect and i can calculate the total indirect effects by hand but i was wondering if there is a function that can calculate this? Many thanks [[alternative HTML version deleted]]
yrosseel
2013-Feb-22 08:02 UTC
[R] total indirect effects in structural equation modeling using lavaan
On 02/21/2013 03:59 PM, Marios wrote:> My question.......I would like to calculate the total indirect effects of > all variables on the right-hand-side of the regression eqn's so that i can > work out the total effect (indirect effects + direct effect) > > I know the direct effect and i can calculate the total indirect effects by > hand but i was wondering if there is a function that can calculate this?In the current version of lavaan (0.5-11), there is no function that will compute all possible indirect/total effects automatically. What you can do is to label the coefficients, and then use the ':=' operator to define the total/indirect effects that you are interested in. Next, you could use se="boot" to get a bootstrap based SE. See the lavaan paper (http://www.jstatsoft.org/v48/i02/) section 7.4 for an example. Yves.
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