Limit Theorems for Associated Random Fields and Related Systems

Limit Theorems for Associated Random Fields and Related Systems PDF Author: Aleksandr Vadimovich Bulinski?
Publisher: World Scientific
ISBN: 9812709401
Category : Mathematics
Languages : en
Pages : 447

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Book Description
This volume is devoted to the study of asymptotic properties of wide classes of stochastic systems arising in mathematical statistics, percolation theory, statistical physics and reliability theory. Attention is paid not only to positive and negative associations introduced in the pioneering papers by Harris, Lehmann, Esary, Proschan, Walkup, Fortuin, Kasteleyn and Ginibre, but also to new and more general dependence conditions. Naturally, this scope comprises families of independent real-valued random variables. A variety of important results and examples of Markov processes, random measures, stable distributions, Ising ferromagnets, interacting particle systems, stochastic differential equations, random graphs and other models are provided. For such random systems, it is worthwhile to establish principal limit theorems of the modern probability theory (central limit theorem for random fields, weak and strong invariance principles, functional law of the iterated logarithm etc.) and discuss their applications.There are 434 items in the bibliography.The book is self-contained, provides detailed proofs, for reader's convenience some auxiliary results are included in the Appendix (e.g. the classical Hoeffding lemma, basic electric current theory etc.).

Limit Theorems for Associated Random Fields and Related Systems

Limit Theorems for Associated Random Fields and Related Systems PDF Author: Aleksandr Vadimovich Bulinski?
Publisher: World Scientific
ISBN: 9812709401
Category : Mathematics
Languages : en
Pages : 447

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Book Description
This volume is devoted to the study of asymptotic properties of wide classes of stochastic systems arising in mathematical statistics, percolation theory, statistical physics and reliability theory. Attention is paid not only to positive and negative associations introduced in the pioneering papers by Harris, Lehmann, Esary, Proschan, Walkup, Fortuin, Kasteleyn and Ginibre, but also to new and more general dependence conditions. Naturally, this scope comprises families of independent real-valued random variables. A variety of important results and examples of Markov processes, random measures, stable distributions, Ising ferromagnets, interacting particle systems, stochastic differential equations, random graphs and other models are provided. For such random systems, it is worthwhile to establish principal limit theorems of the modern probability theory (central limit theorem for random fields, weak and strong invariance principles, functional law of the iterated logarithm etc.) and discuss their applications.There are 434 items in the bibliography.The book is self-contained, provides detailed proofs, for reader's convenience some auxiliary results are included in the Appendix (e.g. the classical Hoeffding lemma, basic electric current theory etc.).

Central Limit Theorems for Associated Random Fields with Applications

Central Limit Theorems for Associated Random Fields with Applications PDF Author: Tae-sung Kim
Publisher:
ISBN:
Category : Central limit theorem
Languages : en
Pages : 148

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Book Description
A functional central limit theorem for a strictly stationary associated random field in the general d-dimension case with an added moment condition is proven. Functional central limit theorems for associated random measures are also proven. More specifically, conditions are given that imply weak convergence in the Skorohod topology of a renormalized random measure to the d-dimensional Wiener process. These results are applied to show new functional central limit theorems for doubly stochastic point random fields and Poisson cluster random measures.

Limit Theorems and Some Applications in Statistical Physics

Limit Theorems and Some Applications in Statistical Physics PDF Author: Boris Nahapetian
Publisher: Springer
ISBN:
Category : Technology & Engineering
Languages : en
Pages : 260

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Book Description


Limit Theorems For Associated Random Fields And Related Systems

Limit Theorems For Associated Random Fields And Related Systems PDF Author: Alexander Bulinski
Publisher: World Scientific
ISBN: 9814474576
Category : Mathematics
Languages : en
Pages : 447

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Book Description
This volume is devoted to the study of asymptotic properties of wide classes of stochastic systems arising in mathematical statistics, percolation theory, statistical physics and reliability theory. Attention is paid not only to positive and negative associations introduced in the pioneering papers by Harris, Lehmann, Esary, Proschan, Walkup, Fortuin, Kasteleyn and Ginibre, but also to new and more general dependence conditions. Naturally, this scope comprises families of independent real-valued random variables. A variety of important results and examples of Markov processes, random measures, stable distributions, Ising ferromagnets, interacting particle systems, stochastic differential equations, random graphs and other models are provided. For such random systems, it is worthwhile to establish principal limit theorems of the modern probability theory (central limit theorem for random fields, weak and strong invariance principles, functional law of the iterated logarithm etc.) and discuss their applications.There are 434 items in the bibliography.The book is self-contained, provides detailed proofs, for reader's convenience some auxiliary results are included in the Appendix (e.g. the classical Hoeffding lemma, basic electric current theory etc.).

Limit Theorems for Random Fields with Singular Spectrum

Limit Theorems for Random Fields with Singular Spectrum PDF Author: Nicolai Leonenko
Publisher: Springer Science & Business Media
ISBN: 9401146071
Category : Mathematics
Languages : en
Pages : 410

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Book Description
This book presents limit theorems for nonlinear functionals of random fields with singular spectrum on the basis of various asymptotic expansions. The first chapter treats basic concepts of the spectral theory of random fields, some important examples of random processes and fields with singular spectrum, and Tauberian and Abelian theorems for covariance function of long-memory random fields. Chapter 2 is devoted to limit theorems for spherical averages of nonlinear transformations of Gaussian and chi-square random fields. Chapter 3 summarises some limit theorems for geometric type functionals of random fields. Limit theorems for the solutions of Burgers' equation with random data via parabolic and hyperbolic rescaling are demonstrated in Chapter 4. Lastly, Chapter 5 deals with some problems for statistical analysis of random fields with singular spectrum. Audience: This book will be of interest to mathematicians who use random fields in engineering or other applications.

A History of the Central Limit Theorem

A History of the Central Limit Theorem PDF Author: Hans Fischer
Publisher: Springer Science & Business Media
ISBN: 0387878572
Category : Mathematics
Languages : en
Pages : 415

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Book Description
This study discusses the history of the central limit theorem and related probabilistic limit theorems from about 1810 through 1950. In this context the book also describes the historical development of analytical probability theory and its tools, such as characteristic functions or moments. The central limit theorem was originally deduced by Laplace as a statement about approximations for the distributions of sums of independent random variables within the framework of classical probability, which focused upon specific problems and applications. Making this theorem an autonomous mathematical object was very important for the development of modern probability theory.

Limit Theorems and Applications of Set-Valued and Fuzzy Set-Valued Random Variables

Limit Theorems and Applications of Set-Valued and Fuzzy Set-Valued Random Variables PDF Author: Shoumei Li
Publisher: Springer Science & Business Media
ISBN: 9781402009181
Category : Mathematics
Languages : en
Pages : 414

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Book Description
This book presents a clear, systematic treatment of convergence theorems of set-valued random variables (random sets) and fuzzy set-valued random variables (random fuzzy sets). Topics such as strong laws of large numbers and central limit theorems, including new results in connection with the theory of empirical processes are covered. The author's own recent developments on martingale convergence theorems and their applications to data processing are also included. The mathematical foundations along with a clear explanation such as Hölmander's embedding theorem, notions of various convergence of sets and fuzzy sets, Aumann integrals, conditional expectations, selection theorems, measurability and integrability arguments for both set-valued and fuzzy set-valued random variables and newly obtained optimizations techniques based on invariant properties are also given.

Limit Theorems for Random Fields with Singular Spectrum

Limit Theorems for Random Fields with Singular Spectrum PDF Author: Nikolai Leonenko
Publisher: Springer
ISBN: 9789401146081
Category : Mathematics
Languages : en
Pages : 406

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Book Description


Limit Theorems and Some Applications in Statistical Physics

Limit Theorems and Some Applications in Statistical Physics PDF Author:
Publisher: Springer-Verlag
ISBN: 3322934322
Category : Technology & Engineering
Languages : de
Pages : 246

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Book Description


Functional Central Limit Theorems for Stationary Random Fields

Functional Central Limit Theorems for Stationary Random Fields PDF Author: Jérôme Dedecker
Publisher:
ISBN:
Category :
Languages : en
Pages : 18

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Book Description