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Titlebook: Stochastic Exponential Growth and Lattice Gases; Statistical Mechanic Dan Pirjol Book 2022 The Author(s), under exclusive license to Spring

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书目名称Stochastic Exponential Growth and Lattice Gases
副标题Statistical Mechanic
编辑Dan Pirjol
视频video
概述Explores a new intersection of statistical mechanics and an area of applied probability.Gives a detailed treatment of the statistical mechanics of certain one-dimensional lattice gas models.Provides M
丛书名称SpringerBriefs in Applied Sciences and Technology
图书封面Titlebook: Stochastic Exponential Growth and Lattice Gases; Statistical Mechanic Dan Pirjol Book 2022 The Author(s), under exclusive license to Spring
描述.The book discusses a class of discrete time stochastic growth processes for which the growth rate is proportional to the exponential of a Gaussian Markov process. These growth processes appear naturally in problems of mathematical finance as discrete time approximations of stochastic volatility models and stochastic interest rates models such as the Black-Derman-Toy and Black-Karasinski models. These processes can be mapped to interacting one-dimensional lattice gases with long-range interactions. ..The book gives a detailed discussion of these statistical mechanics models, including new results not available in the literature, and their implication for the stochastic growth models. The statistical mechanics analogy is used to understand observed non-analytic dependence of the Lyapunov exponents of the stochastic growth processes considered, which is related to phase transitions in the lattice gas system. The theoretical results are applied to simulations of financial models and are illustrated with Mathematica code. ..The book includes a general introduction to exponential stochastic growth with examples from biology, population dynamics and finance. The presentation does not ass
出版日期Book 2022
关键词lattice gases; Black-Derman-Toy model; Black-Karasinski model; Lyapunov exponents; one-dimensional exact
版次1
doihttps://doi.org/10.1007/978-3-031-11143-3
isbn_softcover978-3-031-11142-6
isbn_ebook978-3-031-11143-3Series ISSN 2191-530X Series E-ISSN 2191-5318
issn_series 2191-530X
copyrightThe Author(s), under exclusive license to Springer Nature Switzerland AG 2022
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Lattice Gas Analogy,action potential is related to the covariance of the stochastic process driving the growth rates. A temperature parameter is introduced such that the lattice gas has a well-defined thermodynamical limit in the . limit.
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One-Dimensional Lattice Gas with Exponential Attractive Potentials,his system is derived, in the grand canonical ensemble, taking the thermodynamical limit . at fixed ratio of the interaction range to the lattice size .. The existence of a phase transition at finite a is demonstrated explicitly. The solution reduces to the van der Waals theory in the limit ..
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Asymptotic Growth Rates for Exponential Stochastic Growth Processes,l of a geometric Brownian motion. The Lyapunov exponents of all moments . are reduced to two base cases ., of the moments ., which are computed explicitly. The Lyapunov exponent . has a phase transition at points along a phase transition curve ..
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