libcats.org
Главная

Introduction to matrix analytic methods in stochastic modeling (SIAM 1999)

Обложка книги Introduction to matrix analytic methods in stochastic modeling (SIAM 1999)

Introduction to matrix analytic methods in stochastic modeling (SIAM 1999)

,
Matrix 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:

Nucleation (Butterworth 2000)

Автор:
Категория: Phase transitions
Размер книги: 4.70 Mb

50 рецептов для аэрогриля

Автор:
Категория: house, house, cook
Размер книги: 771 Kb

Ключ к сверхсознанию

Автор:
Категория: Путь к себе
Размер книги: 309 Kb
Только что пользователи скачали эти книги:

Babysitters Club 007 Claudia And Mean Janine

Автор:
Размер книги: 139 Kb

Kelvin: Life, Labours, and Legacy

Автор: , Автор: , Автор:
Категория: Popular-level
Размер книги: 3.51 Mb

Lovely Day

Автор:
Размер книги: 1 Kb

Вязание крючком

Автор: , Автор:
Размер книги: 154.91 Mb

Requiem for the Ripper

Автор:
Категория: fiction
Размер книги: 142 Kb

Jacoba Dochter Van Holland

Автор:
Категория: fiction
Размер книги: 837 Kb