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Titlebook: Stochastic Processes and Applications; Diffusion Processes, Grigorios‘A. Pavliotis Textbook 2014 Springer Science+Business Media, LLC, part

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发表于 2025-3-21 17:37:48 | 显示全部楼层 |阅读模式
书目名称Stochastic Processes and Applications
副标题Diffusion Processes,
编辑Grigorios‘A. Pavliotis
视频video
概述One of the first textbooks addressing modern stochastic methods which is addressed for the applied mathematician, scientist and engineer.Includes many exercises and references/links to current researc
丛书名称Texts in Applied Mathematics
图书封面Titlebook: Stochastic Processes and Applications; Diffusion Processes, Grigorios‘A. Pavliotis Textbook 2014 Springer Science+Business Media, LLC, part
描述.This book presents various results and techniques from the theory of stochastic processes that are useful in the study of stochastic problems in the natural sciences. The main focus is analytical methods, although numerical methods and statistical inference methodologies for studying diffusion processes are also presented. The goal is the development of techniques that are applicable to a wide variety of stochastic models that appear in physics, chemistry and other natural sciences. Applications such as stochastic resonance, Brownian motion in periodic potentials and Brownian motors are studied and the connection between diffusion processes and time-dependent statistical mechanics is elucidated..The book contains a large number of illustrations, examples, and exercises. It will be useful for graduate-level courses on stochastic processes for students in applied mathematics, physics and engineering. Many of the topics covered in this book (reversible diffusions, convergence toequilibrium for diffusion processes, inference methods for stochastic differential equations, derivation of the generalized Langevin equation, exit time problems) cannot be easily found in textbook form and wi
出版日期Textbook 2014
关键词Diffusion Processes; Fokker-Planck Equation; Lengevin Equation; Statistical Mechanics; Stochastic Differ
版次1
doihttps://doi.org/10.1007/978-1-4939-1323-7
isbn_softcover978-1-4939-5479-7
isbn_ebook978-1-4939-1323-7Series ISSN 0939-2475 Series E-ISSN 2196-9949
issn_series 0939-2475
copyrightSpringer Science+Business Media, LLC, part of Springer Nature 2014
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978-1-4939-5479-7Springer Science+Business Media, LLC, part of Springer Nature 2014
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Stochastic Processes and Applications978-1-4939-1323-7Series ISSN 0939-2475 Series E-ISSN 2196-9949
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Introduction to Stochastic Processes,re presented in Sect. 1.4. The Karhunen–Loève expansion, one of the most useful tools for representing stochastic processes and random fields, is presented in Sect. 1.5. Further discussion and bibliographical comments are presented in Sect. 1.6. Section 1.7 contains exercises.
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Diffusion Processes, of the generator of a Markov process. In Sect. 2.4, we study ergodic Markov processes. In Sect. 2.5, we introduce diffusion processes, and we derive the forward and backward Kolmogorov equations. Discussion and bibliographical remarks are presented in Sect. 2.6, and exercises can be found in Sect. 2.7.
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,The Fokker–Planck Equation,kker–Planck operator. We also study in some detail various examples of diffusion processes and of the associated Fokker–Planck equation. We will restrict attention to time-homogeneous diffusion processes, for which the drift and diffusion coefficients do not depend on time.
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