Sampling from the
log-\(\chi^2_1\)
Suppose that our interest is in drawing from \(\theta\) following a log-\(\chi^2_1\): \[
p(\theta) = \frac{1}{\sqrt
2\Gamma(0.5)}\exp\left\{0.5\theta-0.5e^\theta\right\}, \qquad \theta \in
\Re.
\] This distribution appears frequently in financial econometrics
applications.
target = function(theta){
1/sqrt(2)/gamma(1/2)*exp(0.5*theta-0.5*exp(theta))
}
theta = seq(-15,5,length=1000)
par(mfrow=c(1,1))
plot(theta,target(theta),xlab=expression(theta),ylab="Density",
main="Target",type="l")
![](data:image/png;base64,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)
SIR in action
We have to pick a
proposal density
Let us compare the performance of the SIR based on two alternative
proposal densities: \[
q_1(\theta) \equiv Normal(0,5^2) \ \ \ \mbox{and} \ \ \ q_2(\theta)
\equiv \mbox{Uniform}(-15,15).
\]
q1 = function(theta){
dnorm(theta,0,5)
}
q2 = function(theta){
rep(1/30,length(theta))
}
par(mfrow=c(1,1))
plot(theta,target(theta),xlab=expression(theta),ylab="Density",main="Target vs proposals",type="l")
lines(theta,q1(theta),col=2,lwd=3)
lines(theta,q2(theta),col=3,lwd=3)
legend("topleft",legend=c("Target","Gaussian proposal","Uniform proposal"),col=1:3,lty=1)
![](data:image/png;base64,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)
Sampling from
proposals
M = 1000000
theta.q1 = rnorm(M,0,5)
theta.q2 = runif(M,-15,15)
Computing acceptance
ratios
w1 = target(theta.q1)/q1(theta.q1)
w2 = target(theta.q2)/q2(theta.q2)
Resampling
theta.t1 = sample(theta.q1,size=M/2,replace=TRUE,prob=w1)
theta.t2 = sample(theta.q2,size=M/2,replace=TRUE,prob=w2)
Histograms against
exact density
par(mfrow=c(2,2))
hist(theta.q1,prob=TRUE,xlab=expression(theta),main="Gaussian proposal",
xlim=c(-15,15))
hist(theta.t1,prob=TRUE,xlab=expression(theta),main="Posterior",
xlim=c(-15,15))
lines(theta,target(theta),col=2,lwd=3)
hist(theta.q2,prob=TRUE,xlab=expression(theta),main="Uniform proposal",
xlim=c(-15,15))
hist(theta.t2,prob=TRUE,xlab=expression(theta),main="Posterior",
xlim=c(-15,15))
lines(theta,target(theta),col=2,lwd=3)
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)
Computing \(Pr(\theta<-5)\)
# Exact value (via Riemann integration)
thetas = seq(-20,-5,length=10000)
h = thetas[2]-thetas[1]
I = sum(h*target(thetas))
I1 = mean(theta.t1<(-5))
I2 = mean(theta.t2<(-5))
c(I,I1,I2)
## [1] 0.06540915 0.06490600 0.06541400
Repeating SIR 200
times
set.seed(31416)
M = 100000
Rep = 100
Is = matrix(0,Rep,2)
for (rep in 1:Rep){
theta.q1 = rnorm(M,0,5)
theta.q2 = runif(M,-15,15)
w1 = target(theta.q1)/q1(theta.q1)
w2 = target(theta.q2)/q2(theta.q2)
theta.t1 = sample(theta.q1,size=M/2,replace=TRUE,prob=w1)
theta.t2 = sample(theta.q2,size=M/2,replace=TRUE,prob=w2)
I1 = mean(theta.t1<(-5))
I2 = mean(theta.t2<(-5))
Is[rep,] = c(I1,I2)
}
par(mfrow=c(1,1))
boxplot(Is,names=c("Gaussian proposal","Uniform proposal"))
abline(h=I,col=2,lwd=3)
![](data:image/png;base64,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)
Computing root
MSE
sqrt(var(Is[,1]-I))
## [1] 0.00124749
sqrt(var(Is[,2]-I))
## [1] 0.001491914
sqrt(var(Is[,1]-I))/sqrt(var(Is[,2]-I))
## [1] 0.836168
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