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Gillespie D.T. Markov Processes: An Introduction for Physical Scientists
Acadеmic Press, 1991. - 592 Pages.

Markov process theory is basically an extension of ordinary calculus to accommodate functions whos time evolutions are not entirely deterministic. It is a subject that is becoming increasingly important for many fields of science. This book develops the single-variable theory of both continuous and jump Markov processes in a way that should appeal especially to physicists and chemists at the senior and graduate level.

Key Features
A self-contained, prgamatic exposition of the needed elements of random variable theory
Logically integrated derviations of the Chapman-Kolmogorov equation, the Kramers-Moyal equations, the Fokker-Planck equations, the Langevin equation, the master equations, and the moment equations
Detailed exposition of Monte Carlo simulation methods, with plots of many numerical examples
Clear treatments of first passages, first exits, and stable state fluctuations and transitions
Carefully drawn applications to Brownian motion, molecular diffusion, and chemical kinetics
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