Estimate and plot prediction standard deviation. Given the series, the
function estimate point prediction based on AR(1) model and, using the
resdiuals from this simple model, estimate an ARCH model to estimate the
prediction standard deviation. If plott=TRUE, a plot of the most
recent k values is created.