2. Bayesian Hypothesis Testing While Bayes’ theorem allows several interpretations,Bayes factors are best understood in the context of Bayesian be lief updating.Bayes factors in dicate how to rationally shift beliefs in two competing hypotheses(formalized as models M0andM1)based on the observed dataY: