that is why you basically don't want to use bayes if you have few samples (or you don't have any but you are preparing to collect them). There are much better models, the first coming to mind is Expectation Maximization, which works with series of inputs. The article per se is so confused at the end I was not sure I was reading about bayes (lol?), so I guess we are all a little puzzled.