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Stochastic Processes and Models is written by David Stirzaker and published by OUP Oxford. It's available with International Standard Book Number or ISBN identification 0191582999 (ISBN 10) and 9780191582998 (ISBN 13).
Stochastic Processes and Models provides a concise and lucid introduction to simple stochastic processes and models. Including numerous exercises, problems and solutions, it covers the key concepts and tools.