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Probability and Random Processes by Geoffrey Grimmett, David Stirzaker (Paperback, 2001)

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On sampling and Markov chain Monte Carlo, renewal-reward, queueing networks, stochastic calculus, and option pricing in the Black-Scholes model for financial markets. In addition, there are almost 400 exercises and problems relevant to the material.