Symmetric Markov Processes, Time Change, and Boundary Theory (LMS-35)

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Publisher : Princeton University Press
ISBN 13 : 069113605X
Total Pages : 496 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Symmetric Markov Processes, Time Change, and Boundary Theory (LMS-35) by : Zhen-Qing Chen

Download or read book Symmetric Markov Processes, Time Change, and Boundary Theory (LMS-35) written by Zhen-Qing Chen and published by Princeton University Press. This book was released on 2012 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gives a comprehensive and self-contained introduction to the theory of symmetric Markov processes and symmetric quasi-regular Dirichlet forms. In a detailed and accessible manner, Zhen-Qing Chen and Masatoshi Fukushima cover the essential elements and applications of the theory of symmetric Markov processes, including recurrence/transience criteria, probabilistic potential theory, additive functional theory, and time change theory. The authors develop the theory in a general framework of symmetric quasi-regular Dirichlet forms in a unified manner with that of regular Dirichlet forms, emphasizing the role of extended Dirichlet spaces and the rich interplay between the probabilistic and analytic aspects of the theory. Chen and Fukushima then address the latest advances in the theory, presented here for the first time in any book. Topics include the characterization of time-changed Markov processes in terms of Douglas integrals and a systematic account of reflected Dirichlet spaces, and the important roles such advances play in the boundary theory of symmetric Markov processes. This volume is an ideal resource for researchers and practitioners, and can also serve as a textbook for advanced graduate students. It includes examples, appendixes, and exercises with solutions.

Boundary Theory for Symmetric Markov Processes

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Publisher :
ISBN 13 : 9783662196946
Total Pages : 336 pages
Book Rating : 4.1/5 (969 download)

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Book Synopsis Boundary Theory for Symmetric Markov Processes by : M. L. Silverstein

Download or read book Boundary Theory for Symmetric Markov Processes written by M. L. Silverstein and published by . This book was released on 2014-09-01 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Lecture Notes in Mathematics

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Publisher :
ISBN 13 : 9780387076881
Total Pages : 313 pages
Book Rating : 4.0/5 (768 download)

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Book Synopsis Lecture Notes in Mathematics by :

Download or read book Lecture Notes in Mathematics written by and published by . This book was released on 1964 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Markov Processes, Brownian Motion, and Time Symmetry

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Publisher : Springer Science & Business Media
ISBN 13 : 0387286969
Total Pages : 444 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Markov Processes, Brownian Motion, and Time Symmetry by : Kai Lai Chung

Download or read book Markov Processes, Brownian Motion, and Time Symmetry written by Kai Lai Chung and published by Springer Science & Business Media. This book was released on 2006-01-18 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the reviews of the First Edition: "This excellent book is based on several sets of lecture notes written over a decade and has its origin in a one-semester course given by the author at the ETH, Zürich, in the spring of 1970. The author's aim was to present some of the best features of Markov processes and, in particular, of Brownian motion with a minimum of prerequisites and technicalities. The reader who becomes acquainted with the volume cannot but agree with the reviewer that the author was very successful in accomplishing this goal...The volume is very useful for people who wish to learn Markov processes but it seems to the reviewer that it is also of great interest to specialists in this area who could derive much stimulus from it. One can be convinced that it will receive wide circulation." (Mathematical Reviews) This new edition contains 9 new chapters which include new exercises, references, and multiple corrections throughout the original text.

Symmetric Markov Processes

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Publisher : Springer
ISBN 13 : 354037292X
Total Pages : 296 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Symmetric Markov Processes by : M.L. Silverstein

Download or read book Symmetric Markov Processes written by M.L. Silverstein and published by Springer. This book was released on 2006-11-15 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Lecture Notes in Mathematics

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Publisher :
ISBN 13 : 9780387070124
Total Pages : 287 pages
Book Rating : 4.0/5 (71 download)

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Book Synopsis Lecture Notes in Mathematics by :

Download or read book Lecture Notes in Mathematics written by and published by . This book was released on 1964 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Fluctuations in Markov Processes

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Publisher : Springer Science & Business Media
ISBN 13 : 364229880X
Total Pages : 494 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Fluctuations in Markov Processes by : Tomasz Komorowski

Download or read book Fluctuations in Markov Processes written by Tomasz Komorowski and published by Springer Science & Business Media. This book was released on 2012-07-05 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: The present volume contains the most advanced theories on the martingale approach to central limit theorems. Using the time symmetry properties of the Markov processes, the book develops the techniques that allow us to deal with infinite dimensional models that appear in statistical mechanics and engineering (interacting particle systems, homogenization in random environments, and diffusion in turbulent flows, to mention just a few applications). The first part contains a detailed exposition of the method, and can be used as a text for graduate courses. The second concerns application to exclusion processes, in which the duality methods are fully exploited. The third part is about the homogenization of diffusions in random fields, including passive tracers in turbulent flows (including the superdiffusive behavior). There are no other books in the mathematical literature that deal with this kind of approach to the problem of the central limit theorem. Hence, this volume meets the demand for a monograph on this powerful approach, now widely used in many areas of probability and mathematical physics. The book also covers the connections with and application to hydrodynamic limits and homogenization theory, so besides probability researchers it will also be of interest also to mathematical physicists and analysts.

Continuous Time Markov Processes

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Publisher : American Mathematical Soc.
ISBN 13 : 0821884190
Total Pages : 288 pages
Book Rating : 4.8/5 (218 download)

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Book Synopsis Continuous Time Markov Processes by : Thomas Milton Liggett

Download or read book Continuous Time Markov Processes written by Thomas Milton Liggett and published by American Mathematical Soc.. This book was released on 2010-01-01 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Markov processes are among the most important stochastic processes for both theory and applications. This book develops the general theory of these processes and applies this theory to various special examples. The initial chapter is devoted to the most important classical example--one-dimensional Brownian motion. This, together with a chapter on continuous time Markov chains, provides the motivation for the general setup based on semigroups and generators. Chapters on stochastic calculus and probabilistic potential theory give an introduction to some of the key areas of application of Brownian motion and its relatives. A chapter on interacting particle systems treats a more recently developed class of Markov processes that have as their origin problems in physics and biology."--Publisher's description.

Probability on Graphs

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Publisher : Cambridge University Press
ISBN 13 : 1108542999
Total Pages : 279 pages
Book Rating : 4.1/5 (85 download)

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Book Synopsis Probability on Graphs by : Geoffrey Grimmett

Download or read book Probability on Graphs written by Geoffrey Grimmett and published by Cambridge University Press. This book was released on 2018-01-25 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introduction to some of the principal models in the theory of disordered systems leads the reader through the basics, to the very edge of contemporary research, with the minimum of technical fuss. Topics covered include random walk, percolation, self-avoiding walk, interacting particle systems, uniform spanning tree, random graphs, as well as the Ising, Potts, and random-cluster models for ferromagnetism, and the Lorentz model for motion in a random medium. This new edition features accounts of major recent progress, including the exact value of the connective constant of the hexagonal lattice, and the critical point of the random-cluster model on the square lattice. The choice of topics is strongly motivated by modern applications, and focuses on areas that merit further research. Accessible to a wide audience of mathematicians and physicists, this book can be used as a graduate course text. Each chapter ends with a range of exercises.

Partially Observed Markov Decision Processes

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Publisher : Cambridge University Press
ISBN 13 : 1316594785
Total Pages : pages
Book Rating : 4.3/5 (165 download)

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Book Synopsis Partially Observed Markov Decision Processes by : Vikram Krishnamurthy

Download or read book Partially Observed Markov Decision Processes written by Vikram Krishnamurthy and published by Cambridge University Press. This book was released on 2016-03-21 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Covering formulation, algorithms, and structural results, and linking theory to real-world applications in controlled sensing (including social learning, adaptive radars and sequential detection), this book focuses on the conceptual foundations of partially observed Markov decision processes (POMDPs). It emphasizes structural results in stochastic dynamic programming, enabling graduate students and researchers in engineering, operations research, and economics to understand the underlying unifying themes without getting weighed down by mathematical technicalities. Bringing together research from across the literature, the book provides an introduction to nonlinear filtering followed by a systematic development of stochastic dynamic programming, lattice programming and reinforcement learning for POMDPs. Questions addressed in the book include: when does a POMDP have a threshold optimal policy? When are myopic policies optimal? How do local and global decision makers interact in adaptive decision making in multi-agent social learning where there is herding and data incest? And how can sophisticated radars and sensors adapt their sensing in real time?

Reinforcement Learning, second edition

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Publisher : MIT Press
ISBN 13 : 0262352702
Total Pages : 549 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Reinforcement Learning, second edition by : Richard S. Sutton

Download or read book Reinforcement Learning, second edition written by Richard S. Sutton and published by MIT Press. This book was released on 2018-11-13 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.

Theory of Markov Processes

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Publisher : Courier Corporation
ISBN 13 : 0486154866
Total Pages : 226 pages
Book Rating : 4.4/5 (861 download)

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Book Synopsis Theory of Markov Processes by : E. B. Dynkin

Download or read book Theory of Markov Processes written by E. B. Dynkin and published by Courier Corporation. This book was released on 2012-01-27 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: DIVAn investigation of the logical foundations of the theory behind Markov random processes, this text explores subprocesses, transition functions, and conditions for boundedness and continuity. 1961 edition. /div

Random Walks on Infinite Graphs and Groups

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Publisher : Cambridge University Press
ISBN 13 : 0521552923
Total Pages : 350 pages
Book Rating : 4.5/5 (215 download)

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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.

Mathematical Reviews

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Publisher :
ISBN 13 :
Total Pages : 1608 pages
Book Rating : 4.X/5 (6 download)

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Book Synopsis Mathematical Reviews by :

Download or read book Mathematical Reviews written by and published by . This book was released on 2005 with total page 1608 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Application of Hidden Markov Models in Speech Recognition

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Publisher : Now Publishers Inc
ISBN 13 : 1601981201
Total Pages : 125 pages
Book Rating : 4.6/5 (19 download)

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Book Synopsis The Application of Hidden Markov Models in Speech Recognition by : Mark Gales

Download or read book The Application of Hidden Markov Models in Speech Recognition written by Mark Gales and published by Now Publishers Inc. This book was released on 2008 with total page 125 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Application of Hidden Markov Models in Speech Recognition presents the core architecture of a HMM-based LVCSR system and proceeds to describe the various refinements which are needed to achieve state-of-the-art performance.

Dirichlet Forms and Symmetric Markov Processes

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Publisher : Walter de Gruyter
ISBN 13 : 3110218089
Total Pages : 501 pages
Book Rating : 4.1/5 (12 download)

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Book Synopsis Dirichlet Forms and Symmetric Markov Processes by : Masatoshi Fukushima

Download or read book Dirichlet Forms and Symmetric Markov Processes written by Masatoshi Fukushima and published by Walter de Gruyter. This book was released on 2011 with total page 501 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since the publication of the first edition in 1994, this book has attracted constant interests from readers and is by now regarded as a standard reference for the theory of Dirichlet forms. For the present second edition, the authors not only revise

Digital Communications

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Publisher :
ISBN 13 : 9780071263788
Total Pages : 1150 pages
Book Rating : 4.2/5 (637 download)

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Book Synopsis Digital Communications by : John G. Proakis

Download or read book Digital Communications written by John G. Proakis and published by . This book was released on 2008-01 with total page 1150 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Communications is a classic book in the area that is designed to be used as a senior or graduate level text. The text is flexible and can easily be used in a one semester course or there is enough depth to cover two semesters. Its comprehensive nature makes it a great book for students to keep for reference in their professional careers. This all-inclusive guide delivers an outstanding introduction to the analysis and design of digital communication systems. Includes expert coverage of new topics: Turbocodes, Turboequalization, Antenna Arrays, Digital Cellular Systems, and Iterative Detection. Convenient, sequential organization begins with a look at the history and classification of channel models and builds from there.