我正在使用 WinBUGS 包研究多级差异项功能模型。我已经成功构建了更简单的模型,但我也收到了错误“数组索引小于一”。如果您能提供帮助,我将非常高兴。
# Model
Model
{
for (l in 1:50){
y[l] ~ dbern(p[l])
logit(p[l])<- u2[stu[l]] - beta[x[l]] + gamma[tea[l], x[l]]*grp[l] + alpha1[x[l]]*geo[l] +
alpha2[x[l]]*conf[l] + alpha3[x[l]]*ses[l]
}
for (t in 1:10){
for (i in 1:10){
gamma[t,i] ~ dnorm(gamma.hat[t,i], tau.gamma[i])
gamma.hat[t,i]<-pi1[i] + pi2[i]*inq[t]
}
}
# fixed effect prior
for (i in 1:10){
beta[i] ~ dnorm(0, .0001)
alpha1[i] ~ dnorm(0, .0001)
alpha2[i] ~ dnorm(0, .0001)
alpha3[i] ~ dnorm(0, .0001)
pi1[i] ~ dnorm(0, .0001)
pi2[i] ~ dnorm(0, .0001)
}
# Random effect prior
for (s in 1:5){
u2[s] ~ dnorm(0,tau.u2)
}
tau.u2 <- pow(sigma.u2, -2)
sigma.u2 ~ dunif (0, 100)
for (i in 1:10){
tau.gamma[i] <- pow(sigma.gamma[i],-2)
sigma.gamma[i] ~ dunif(0,100)
}
}
# Data
list(y=c(0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0), ses=c(0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1), conf=c(1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1), geo=c(1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1), grp=c(1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1), inq=c(1, 3, 2, 1, 3, 2, 3, 2, 3, 2), stu=c(1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), tea=c( 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1), x=c(3, 2, 2, 1, 3, 2, 3, 3, 2, 2, 2, 3, 2, 3, 1, 3, 2, 2, 3, 2, 2, 3, 3, 2, 3, 2, 1, 2, 2, 1, 2, 3, 3, 2, 2, 2, 2, 2, 3, 3, 2, 2, 2, 3, 2, 2, 3, 2, 3, 2))
#Initital values
list(beta=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), alpha1=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), alpha2=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), alpha3=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), sigma.gamma=(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), u2=c(0, 0, 0, 0, 0), pi0=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), pi1=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0), sigma.u2=1, gamma=structure(
.Data=c(0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0), .Dim=c(10, 10)))