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Newly revised by the author, this undergraduate-level text introduces the mathematical theory of probability and stochastic processes. Subjects include sample spaces, probabilities distributions and expectations of random variables, conditional expectations, Markov chains, the Poisson process; continuous-time stochastic processes; much more. Features worked examples as well as exercises and solutions.