it might sound a little odd to ask the question "why bayesian" ...

first advantage of bayesian approach that springs to mind is the ability to specify uncertainty about the parameters of our model

in our case the model is a model of 3 principal components

typically the parameters of the model are informed by fitting distribution to the history of component scores ...

to do that would be the wrong way round though