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A long time ago I started writing a book about Markov chains, Brownian motion, and diffusion. So we made it a trilogy: Markov Chains Brownian Motion and Diffusion Approximating Countable Markov Chains familiarly - Me, B & D, and ACM. it's written in the framework of Markov Chains.
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