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Asymptotic Analysis of Random Walks

Author: A. A. Borovkov

Publisher: Cambridge University Press

Published: 2020-10-29

Total Pages: 437

ISBN-13: 1108901204

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This is a companion book to Asymptotic Analysis of Random Walks: Heavy-Tailed Distributions by A.A. Borovkov and K.A. Borovkov. Its self-contained systematic exposition provides a highly useful resource for academic researchers and professionals interested in applications of probability in statistics, ruin theory, and queuing theory. The large deviation principle for random walks was first established by the author in 1967, under the restrictive condition that the distribution tails decay faster than exponentially. (A close assertion was proved by S.R.S. Varadhan in 1966, but only in a rather special case.) Since then, the principle has always been treated in the literature only under this condition. Recently, the author jointly with A.A. Mogul'skii removed this restriction, finding a natural metric for which the large deviation principle for random walks holds without any conditions. This new version is presented in the book, as well as a new approach to studying large deviations in boundary crossing problems. Many results presented in the book, obtained by the author himself or jointly with co-authors, are appearing in a monograph for the first time.

Book Synopsis Asymptotic Analysis of Random Walks by : A. A. Borovkov

Download or read book Asymptotic Analysis of Random Walks written by A. A. Borovkov and published by Cambridge University Press. This book was released on 2020-10-29 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a companion book to Asymptotic Analysis of Random Walks: Heavy-Tailed Distributions by A.A. Borovkov and K.A. Borovkov. Its self-contained systematic exposition provides a highly useful resource for academic researchers and professionals interested in applications of probability in statistics, ruin theory, and queuing theory. The large deviation principle for random walks was first established by the author in 1967, under the restrictive condition that the distribution tails decay faster than exponentially. (A close assertion was proved by S.R.S. Varadhan in 1966, but only in a rather special case.) Since then, the principle has always been treated in the literature only under this condition. Recently, the author jointly with A.A. Mogul'skii removed this restriction, finding a natural metric for which the large deviation principle for random walks holds without any conditions. This new version is presented in the book, as well as a new approach to studying large deviations in boundary crossing problems. Many results presented in the book, obtained by the author himself or jointly with co-authors, are appearing in a monograph for the first time.

Asymptotic Analysis of Random Walks

Author: K A Borovkov

Publisher:

Published: 2014-05-14

Total Pages: 657

ISBN-13: 9781107398931

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A comprehensive monograph presenting a unified systematic exposition of the large deviations theory for heavy-tailed random walks.

Book Synopsis Asymptotic Analysis of Random Walks by : K A Borovkov

Download or read book Asymptotic Analysis of Random Walks written by K A Borovkov and published by . This book was released on 2014-05-14 with total page 657 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive monograph presenting a unified systematic exposition of the large deviations theory for heavy-tailed random walks.

Asymptotic Analysis of Random Walks

Author: Aleksandr Alekseevich Borovkov

Publisher:

Published: 2008

Total Pages: 625

ISBN-13: 9781461941576

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This monograph is devoted to studying the asymptotic behaviour of the probabilities of large deviations of the trajectories of random walks, with 'heavy-tailed' (in particular, regularly varying, sub- and semiexponential) jump distributions. It presents a unified and systematic exposition.

Book Synopsis Asymptotic Analysis of Random Walks by : Aleksandr Alekseevich Borovkov

Download or read book Asymptotic Analysis of Random Walks written by Aleksandr Alekseevich Borovkov and published by . This book was released on 2008 with total page 625 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph is devoted to studying the asymptotic behaviour of the probabilities of large deviations of the trajectories of random walks, with 'heavy-tailed' (in particular, regularly varying, sub- and semiexponential) jump distributions. It presents a unified and systematic exposition.

Asymptotic Analysis of Random Walks: Light-Tailed Distributions

Author: A.A. Borovkov

Publisher: Cambridge University Press

Published: 2020-10-29

Total Pages: 437

ISBN-13: 1107074681

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A systematic modern treatise on large deviation theory for random walks with light tails, from one of its key creators.

Book Synopsis Asymptotic Analysis of Random Walks: Light-Tailed Distributions by : A.A. Borovkov

Download or read book Asymptotic Analysis of Random Walks: Light-Tailed Distributions written by A.A. Borovkov and published by Cambridge University Press. This book was released on 2020-10-29 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: A systematic modern treatise on large deviation theory for random walks with light tails, from one of its key creators.

Asymptotic Analysis of a Random Walk on a Hypercube with Many Dimensions

Author: Stanford University. Department of Statistics

Publisher:

Published: 1988

Total Pages: 38

ISBN-13:

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Book Synopsis Asymptotic Analysis of a Random Walk on a Hypercube with Many Dimensions by : Stanford University. Department of Statistics

Download or read book Asymptotic Analysis of a Random Walk on a Hypercube with Many Dimensions written by Stanford University. Department of Statistics and published by . This book was released on 1988 with total page 38 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Random Walks on Reductive Groups

Author: Yves Benoist

Publisher: Springer

Published: 2016-10-20

Total Pages: 319

ISBN-13: 3319477218

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The classical theory of random walks describes the asymptotic behavior of sums of independent identically distributed random real variables. This book explains the generalization of this theory to products of independent identically distributed random matrices with real coefficients. Under the assumption that the action of the matrices is semisimple – or, equivalently, that the Zariski closure of the group generated by these matrices is reductive - and under suitable moment assumptions, it is shown that the norm of the products of such random matrices satisfies a number of classical probabilistic laws. This book includes necessary background on the theory of reductive algebraic groups, probability theory and operator theory, thereby providing a modern introduction to the topic.

Book Synopsis Random Walks on Reductive Groups by : Yves Benoist

Download or read book Random Walks on Reductive Groups written by Yves Benoist and published by Springer. This book was released on 2016-10-20 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: The classical theory of random walks describes the asymptotic behavior of sums of independent identically distributed random real variables. This book explains the generalization of this theory to products of independent identically distributed random matrices with real coefficients. Under the assumption that the action of the matrices is semisimple – or, equivalently, that the Zariski closure of the group generated by these matrices is reductive - and under suitable moment assumptions, it is shown that the norm of the products of such random matrices satisfies a number of classical probabilistic laws. This book includes necessary background on the theory of reductive algebraic groups, probability theory and operator theory, thereby providing a modern introduction to the topic.

Two-Dimensional Random Walk

Author: Serguei Popov

Publisher: Cambridge University Press

Published: 2021-03-18

Total Pages: 224

ISBN-13: 1108472451

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A visual, intuitive introduction in the form of a tour with side-quests, using direct probabilistic insight rather than technical tools.

Book Synopsis Two-Dimensional Random Walk by : Serguei Popov

Download or read book Two-Dimensional Random Walk written by Serguei Popov and published by Cambridge University Press. This book was released on 2021-03-18 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: A visual, intuitive introduction in the form of a tour with side-quests, using direct probabilistic insight rather than technical tools.

A Guide to First-Passage Processes

Author: Sidney Redner

Publisher: Cambridge University Press

Published: 2001-08-06

Total Pages: 332

ISBN-13: 0521652480

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The basic theory presented in a way which emphasizes intuition, problem-solving and the connections with other fields.

Book Synopsis A Guide to First-Passage Processes by : Sidney Redner

Download or read book A Guide to First-Passage Processes written by Sidney Redner and published by Cambridge University Press. This book was released on 2001-08-06 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: The basic theory presented in a way which emphasizes intuition, problem-solving and the connections with other fields.

Random Walks on Infinite Graphs and Groups

Author: Wolfgang Woess

Publisher: Cambridge University Press

Published: 2000-02-13

Total Pages: 350

ISBN-13: 0521552923

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The main theme of this book is the interplay between the behaviour of a class of stochastic processes (random walks) and discrete structure theory. The author considers Markov chains whose state space is equipped with the structure of an infinite, locally finite graph, or as a particular case, of a finitely generated group. The transition probabilities are assumed to be adapted to the underlying structure in some way that must be specified precisely in each case. From the probabilistic viewpoint, the question is what impact the particular type of structure has on various aspects of the behaviour of the random walk. Vice-versa, random walks may also be seen as useful tools for classifying, or at least describing the structure of graphs and groups. Links with spectral theory and discrete potential theory are also discussed. This book will be essential reading for all researchers working in stochastic process and related topics.

Book Synopsis Random Walks on Infinite Graphs and Groups by : Wolfgang Woess

Download or read book Random Walks on Infinite Graphs and Groups written by Wolfgang Woess and published by Cambridge University Press. This book was released on 2000-02-13 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main theme of this book is the interplay between the behaviour of a class of stochastic processes (random walks) and discrete structure theory. The author considers Markov chains whose state space is equipped with the structure of an infinite, locally finite graph, or as a particular case, of a finitely generated group. The transition probabilities are assumed to be adapted to the underlying structure in some way that must be specified precisely in each case. From the probabilistic viewpoint, the question is what impact the particular type of structure has on various aspects of the behaviour of the random walk. Vice-versa, random walks may also be seen as useful tools for classifying, or at least describing the structure of graphs and groups. Links with spectral theory and discrete potential theory are also discussed. This book will be essential reading for all researchers working in stochastic process and related topics.

Aspects and Applications of the Random Walk

Author: George Herbert Weiss

Publisher: Elsevier Science & Technology

Published: 1994

Total Pages: 388

ISBN-13:

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Paperback. Both the formalism and many of the attendant ideas related to the random walk lie at the core of a significant fraction of contemporary research in statistical physics. In the language of physics the random walk can be described as a microscopic model for transport processes which have some element of randomness. The starting point of nearly all analyses of transport in disordered media is to be found in one or another type of random walk model. Mathematical formalism based on the theory of random walks is not only pervasive in a number of areas of physics, but also finds application in many areas of chemistry. The random walk has also been applied to the study of a number of biological phenomena.Despite the obvious importance of random walks in these and other applications there are few books devoted to the subject. This is therefore a timely introduction to the subject which will be welcomed by students and more senior researchers who have

Book Synopsis Aspects and Applications of the Random Walk by : George Herbert Weiss

Download or read book Aspects and Applications of the Random Walk written by George Herbert Weiss and published by Elsevier Science & Technology. This book was released on 1994 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Paperback. Both the formalism and many of the attendant ideas related to the random walk lie at the core of a significant fraction of contemporary research in statistical physics. In the language of physics the random walk can be described as a microscopic model for transport processes which have some element of randomness. The starting point of nearly all analyses of transport in disordered media is to be found in one or another type of random walk model. Mathematical formalism based on the theory of random walks is not only pervasive in a number of areas of physics, but also finds application in many areas of chemistry. The random walk has also been applied to the study of a number of biological phenomena.Despite the obvious importance of random walks in these and other applications there are few books devoted to the subject. This is therefore a timely introduction to the subject which will be welcomed by students and more senior researchers who have