|
|
libcats.org
Introduction to matrix analytic methods in stochastic modelingG. Latouche, V. RamaswamiMatrix analytic methods are popular as modeling tools because they give one the ability to construct and analyze a wide class of queuing models in a unified and algorithmically tractable way. The authors present the basic mathematical ideas and algorithms of the matrix analytic theory in a readable, up-to-date, and comprehensive manner. In the current literature, a mixed bag of techniques is used—some probabilistic, some from linear algebra, and some from transform methods. Here, many new proofs that emphasize the unity of the matrix analytic approach are included.
The authors begin by describing several examples of quasi-birth-and-death (QBD) processes. These examples give the reader an idea of the variety of models which are hidden by the general block notation as well as reinforce some of the terminology and notation used throughout the text. These same examples are used as illustrations later. The second part of the book deals with phase-type distributions and related-point processes, which provide a versatile set of tractable models for applied probability. Part three reviews birth-and-death processes, and points out that the arguments for these processes carry over to more general processes in a parallel manner and are based on Markov renewal theory. Part four covers material where algorithmic and probabilistic reasoning are most intimately connected. In three steps, the authors take you from one of the simplest iterative procedures to the fastest, relating the successive approximations to the dynamic behavior of the stochastic process itself. The final part goes beyond simple QBDs with a sequence of short chapters where the authors discuss various extensions to the analyzed processes. Their intention is to show that the fundamental ideas extend beyond simple homogeneous QBD.
Популярные книги за неделю:
Система упражнений по развитию способностей человека (Практическое пособие)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 818 Kb
Сотворение мира (3-х томник)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 817 Kb
Только что пользователи скачали эти книги:
Review of NASA's longitudinal study of astronaut healthАвтор: Committee on the Longitudinal Study of Astronaut Health, Автор: David E. Longnecker, Автор: Frederick J. Manning, Автор: Melvin H., Автор: Jr. WorthКатегория: Biology
Размер книги: 1.20 Mb
Учитесь быстро читатьАвтор: Андреев О.А., Автор: Хромов Л.Н.Категория: Научно-популярная литература (разное)
Размер книги: 1.28 Mb
Бисер. Энциклопедия. Более 300 узоров для плетенияАвтор: Клер КрочлиКатегория: Рукоделие, Бисероплетение
Размер книги: 8.68 Mb
Atlas of Schizophrenia, Second EditionАвтор: Martin Stefan, Автор: Mike Travis, Автор: Robin Murray
Размер книги: 4.56 Mb
Uncertainty Modeling in Dose Response: Bench Testing Environmental ToxicityАвтор: Roger M. Cooke
Размер книги: 3.61 Mb
Outer Circles: An Introduction to Hyperbolic 3-Manifolds ( Cambridge University Press )Автор: A. MardenКатегория: Математика
Размер книги: 4.01 Mb
Mammals, Amphibians, and Reptiles of Costa Rica: A Field GuideАвтор: Carrol L. Henderson
Размер книги: 17.37 Mb
|
|
|