The Accuracy Of The Diffusion Approximation To The Expected Time To Extinction For Some Discrete Stochastic Processes

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Inference for Diffusion Processes

Author: Christiane Fuchs
language: en
Publisher: Springer Science & Business Media
Release Date: 2013-01-18
Diffusion processes are a promising instrument for realistically modelling the time-continuous evolution of phenomena not only in the natural sciences but also in finance and economics. Their mathematical theory, however, is challenging, and hence diffusion modelling is often carried out incorrectly, and the according statistical inference is considered almost exclusively by theoreticians. This book explains both topics in an illustrative way which also addresses practitioners. It provides a complete overview of the current state of research and presents important, novel insights. The theory is demonstrated using real data applications.
Asymptotic Methods for the Fokker-Planck Equation and the Exit Problem in Applications

Author: Johan Grasman
language: en
Publisher: Springer Science & Business Media
Release Date: 2013-04-17
Asymptotic methods are of great importance for practical applications, especially in dealing with boundary value problems for small stochastic perturbations. This book deals with nonlinear dynamical systems perturbed by noise. It addresses problems in which noise leads to qualitative changes, escape from the attraction domain, or extinction in population dynamics. The most likely exit point and expected escape time are determined with singular perturbation methods for the corresponding Fokker-Planck equation. The authors indicate how their techniques relate to the Itô calculus applied to the Langevin equation. The book will be useful to researchers and graduate students.