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Path Integrals For Stochastic Processes: An Introduction by Horacio Sergio Wio (Hardcover, 2013)
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Title: Path Integrals For Stochastic Processes: An Introduction. It could be used as an advanced textbook for graduate students and even ambitious undergraduates in physics. It describes how to apply these techniques for both Markov and non-Markov processes.