The Kolmogorov axioms for a probability measure are nonnegativity, normalization , and countable additivity on pairwise disjoint events. For , conditional probability is defined by
Because the events are pairwise disjoint and their union is , countable additivity gives the law of total probability
For any with , the definition of conditional probability and this identity give Bayes theorem: