Bayesian spam filtering is based on Bayes rule, a statistical theorem that gives you the probability of an event. In Bayesian filtering it is used to give you the probability that a certain email is spam.

Named after the statistician Rev. Thomas Bayes who provided an equation that basically allows new information to update the outcome of a probability calculation.