#The data library(arm) library(R2WinBUGS) ### Prob 11-77 Montgommery & Runger - Linear regression - full Bayesian Hierarchical test=matrix(scan("Prob-11-77-data.txt"),ncol=2,byrow=T) N=dim(test)[1] data=list(n=N,x=test[,1],y=test[,2]) inits = function(){list(alphamean=0,betamean=1,taue=1,alpha=0,beta= 1,taualpha=1,taubeta=1)} #inits = function(){list(alpha=0,beta=1)} parameters = c("alpha","beta","taue","alphamean","betamean","taualpha","taubeta") linreg.sim = bugs(data,inits=inits,parameters,"linear-reg-examp-prob11-77-full-bayes-bug.txt",n.chains=3,n.iter=10000) attach.bugs(linreg.sim) hist(alpha) hist(beta) hist(taue)