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Limit Theorems for Stochastic Processes

Posted By: AvaxGenius
Limit Theorems for Stochastic Processes

Limit Theorems for Stochastic Processes by Jean Jacod , Albert N. Shiryaev
English | PDF | 2003 | 682 Pages | ISBN : 3540439323 | 54.8 MB

Initially the theory of convergence in law of stochastic processes was developed quite independently from the theory of martingales, semimartingales and stochastic integrals. Apart from a few exceptions essentially concerning diffusion processes, it is only recently that the relation between the two theories has been thoroughly studied. The authors of this Grundlehren volume, two of the international leaders in the field, propose a systematic exposition of convergence in law for stochastic processes, from the point of view of semimartingale theory, with emphasis on results that are useful for mathematical theory and mathematical statistics. This leads them to develop in detail some particularly useful parts of the general theory of stochastic processes, such as martingale problems, and absolute continuity or contiguity results. The book contains an introduction to the theory of martingales and semimartingales, random measures stochastic integrales, Skorokhod topology, etc., as well as a large number of results which have never appeared in book form, and some entirely new results. The second edition contains some additions to the text and references. Some parts are completely rewritten.

Nonstandard Analysis in Practice

Posted By: AvaxGenius
Nonstandard Analysis in Practice

Nonstandard Analysis in Practice by Francine Diener, Marc Diener
English | PDF | 1995 | 262 Pages | ISBN : 3540602976 | 34.3 MB

The purpose of this book is to provide an effective introduction to nonstandard methods. A short tutorial giving the necessary background, is followed by applications to various domains, independent from each other. These include complex dynamical systems, stochastic differential equations, smooth and algebraic curves, measure theory, the external calculus, with some applications to probability. The authors have been using Nonstandard Analysis for many years in their research. They all belong to the growing nonstandard school founded by G. Reeb, which is attracting international and interdisciplinary interest.

Stochastic Filtering Theory

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Stochastic Filtering Theory

Stochastic Filtering Theory by Gopinath Kallianpur
English | PDF | 1980 | 326 Pages | ISBN : 038790445X | 21.7 MB

This book is based on a seminar given at the University of California at Los Angeles in the Spring of 1975. The choice of topics reflects my interests at the time and the needs of the students taking the course. Initially the lectures were written up for publication in the Lecture Notes series. How­ ever, when I accepted Professor A. V. Balakrishnan's invitation to publish them in the Springer series on Applications of Mathematics it became necessary to alter the informal and often abridged style of the notes and to rewrite or expand much of the original manuscript so as to make the book as self-contained as possible.

Stochastic Approximation and Recursive Algorithms and Applications, Second Edition (Repost)

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Stochastic Approximation and Recursive Algorithms and Applications, Second Edition (Repost)

Stochastic Approximation and Recursive Algorithms and Applications, Second Edition by Harold J. Kushner
English | PDF | 2003 | 485 Pages | ISBN : 1441918477 | 4.65 MB

This revised and expanded second edition presents a thorough development of the modern theory of stochastic approximation or recursive stochastic algorithms for both constrained and unconstrained problems. There is a complete development of both probability one and weak convergence methods for very general noise processes. The proofs of convergence use the ODE method, the most powerful to date. The assumptions and proof methods are designed to cover the needs of recent applications.