[R] simulation data in SEM

thanoon younis thanoon.younis80 at gmail.com
Sun Sep 14 15:56:34 CEST 2014


Dear R members
I want to simulate data depending on SEM and when i applied the code below
i found some errors and i still cannot run it.
many thanks in advance


Thanoon

#Do simulation for 100 replications
N<-1000; P<-10

phi<-matrix(data=c(1.0,0.3,0.3,1.0),ncol=2) #The covariance matrix of xi
Ro<-matrix(data=c(7.0,2.1,2.1,7.0), ncol=2)
yo<-matrix(data=NA,nrow=N,ncol=P) p<-numeric(P); v<-numeric(P)

for (t in 1:100) {
    #Generate the data for the simulation study
    for (i in 1:N) {
        #Generate xi
        xi<-mvrnorm(1,mu=c(0,0),phi)
        #Generate the fixed covariates
        co<-rnorm(1,0,1)
        #Generate error term is structural equation
        delta<-rnorm(1,0,sqrt(0.3))
        #Generate eta1 according to the structural equation
        eta<-0.8*co[i]+0.6*xi[1]+0.6*xi[2]+0.8*xi[1]*xi[2]+delta
        #Generate error terms in measurement equations
        eps<-rnorm(3,0,1)

        #Generate theta according to measurement equations
        v1[1]<-1.0+eta+eps[1]; v1[2]<-1.0+0.7*eta+eps[2]
        v1[3]<-1.0+0.7*eta+eps[3]
        v1[4]<-1.0+xi[1]; v1[5]<-1.0+0.8*xi[1]; v1[6]<-1.0+0.8*xi[1]
        v1[7]<-1.0+xi[2]; v1[8]<-1.0+0.7*xi[2]; v1[9]<-1.0+0.7*xi[2];
        v1[10]<-1.0+0.7*xi1[2]


        #transform theta to orinal variables
        for (j in 1:10) { if (v[j]>0) yo[i,j]<-1 else yo[i,j]<-0 }


    #Input data set for WinBUGS
    data<-list(N=200,P=10,R=Ro,z=yo)

}   #end

	[[alternative HTML version deleted]]



More information about the R-help mailing list