Similarly, inference about future observations , having observed is given by the posterior predictive density
where is the full posterior distribution. Note that the predictive density provides inference about conditional only on the observed data , without reference to any specific value of . This is in contrast to an estimative approach which might give where is a point estimate (e.g. maximum likelihood).