Markov Processes
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Markov Processes

An Introduction for Physical Scientists
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ISBN-13:
9780080918372
Einband:
PDF
Seiten:
592
Autor:
Daniel T. Gillespie
eBook Typ:
PDF
eBook Format:
PDF
Kopierschutz:
Adobe DRM [Hard-DRM]
Sprache:
Englisch
Beschreibung:

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.A self-contained, prgamatic exposition of the needed elements of random variable theoryLogically integrated derviations of the Chapman-Kolmogorov equation, the Kramers-Moyal equations, the Fokker-Planck equations, the Langevin equation, the master equations, and the moment equationsDetailed exposition of Monte Carlo simulation methods, with plots of many numerical examplesClear treatments of first passages, first exits, and stable state fluctuations and transitionsCarefully drawn applications to Brownian motion, molecular diffusion, and chemical kinetics
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.A self-contained, prgamatic exposition of the needed elements of random variable theoryLogically integrated derviations of the Chapman-Kolmogorov equation, the Kramers-Moyal equations, the Fokker-Planck equations, the Langevin equation, the master equations, and the moment equationsDetailed exposition of Monte Carlo simulation methods, with plots of many numerical examplesClear treatments of first passages, first exits, and stable state fluctuations and transitionsCarefully drawn applications to Brownian motion, molecular diffusion, and chemical kinetics

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