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Markov Chains: Models, Algorithms and Applications: International Series in Operations Research & Management Science, cartea 83

Autor Wai-Ki Ching, Michael K. Ng
en Limba Engleză Paperback – 25 noi 2010
Markov chains are a particularly powerful and widely used tool for analyzing a variety of stochastic (probabilistic) systems over time. This monograph will present a series of Markov models, starting from the basic models and then building up to higher-order models. Included in the higher-order discussions are multivariate models, higher-order multivariate models, and higher-order hidden models. In each case, the focus is on the important kinds of applications that can be made with the class of models being considered in the current chapter. Special attention is given to numerical algorithms that can efficiently solve the models.
Therefore, Markov Chains: Models, Algorithms and Applications outlines recent developments of Markov chain models for modeling queueing sequences, Internet, re-manufacturing systems, reverse logistics, inventory systems, bio-informatics, DNA sequences, genetic networks, data mining, and many other practical systems.
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Specificații

ISBN-13: 9781441939869
ISBN-10: 1441939865
Pagini: 224
Ilustrații: XIV, 208 p. 18 illus.
Dimensiuni: 155 x 235 x 14 mm
Greutate: 0.32 kg
Ediția:Softcover reprint of hardcover 1st ed. 2006
Editura: Springer Us
Colecția Springer
Seria International Series in Operations Research & Management Science

Locul publicării:New York, NY, United States

Public țintă

Research

Cuprins

Queueing Systems and the Web.- Re-manufacturing Systems.- Hidden Markov Model for Customers Classification.- Markov Decision Process for Customer Lifetime Value.- Higher-order Markov Chains.- Multivariate Markov Chains.- Hidden Markov Chains.

Recenzii

From the reviews:
"The authors outline recent developments of Markov chain models … . This book is aimed at students, professionals, practitioners, and researchers in scientific computing and operational research, who are interested in the formulation and computation of queuing and manufacturing systems. It gives a number of useful tools for researchers in real applications … ." (Alexander I. Zejfman, Zentralblatt MATH, Vol. 1089 (15), 2006)
"In this book’s … essential notions on Markov chains, hidden Markov models, and Markov decision processes are covered, with special emphasis on iterative methods for solving linear systems. … Each chapter finishes with a short summary and sometimes a selection of open problems. … This book is intended for students and researchers in applied mathematics, scientific computing, and operations research … . Overall, this book offers much interesting and up-to-date material on a wide variety of topics, dealing with finite-space Markov processes." (Jozef L. Teugels, Journal of the American Statistical Association, Vol. 103 (483), September, 2008)

Caracteristici

Markov chains are a powerful and widely used tool for analyzing a variety of stochastic systems over time Systematically discusses all the models beginning with the basic to the more advanced and illustrates each of the models with the most recent and high interest applications and uses Includes supplementary material: sn.pub/extras