Bayes' Rule: A Tutorial Introduction to Bayesian Analysis by James V. Stone (Paperback, 2013)
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Discovered by an 18th century mathematician and preacher, Bayes' rule is a cornerstone of modern probability theory. In this richly illustrated book, a range of accessible examples are used to show how Bayes' rule is actually a natural consequence of commonsense reasoning.
