…and about Bayesian, especially when using that it would be <a href="http://mpbaaxc.com">stgrirhtfoaward</a> to search for the best (= narrowest uncertainties) number of PCs. No reason or excuse for using indirect methods. Same with verification in general: the posterior is the sum total of your knowledge and you can extract whatever you’re interested in.