An Introduction to Probabilistic Modeling
Pierre Bremaud
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An Introduction to Probabilistic Modeling

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Introduction to the basic concepts of probability theory: independence, expectation, convergence in law and almost-sure convergence. Short expositions of more advanced topics such as Markov Chains, Stochastic Processes, Bayesian Decision Theory and Information Theory.