Phase Type Distributions : Theory and Application
(2024)

Nonfiction

eBook

Provider: hoopla

Details

PUBLISHED
[United States] : Wiley, 2024
Made available through hoopla
DESCRIPTION

1 online resource

ISBN/ISSN
9781394329908 MWT18091112, 1394329903 18091112
LANGUAGE
English
NOTES

Phase type distributions are widely applicable modeling and statistical tools for non-negative random quantities. They are built on Markov chains, which provide a simple, intuitive stochastic interpretation for their use. Phase Type Distribution starts from the Markov chain-based definition of phase type distributions and presents many interesting properties, which follow from the basic definition. As a general family of non-negative distributions with nice analytical properties, phase type distributions can be used for approximating experimental distributions by fitting or by moments matching; and, for discrete event simulation of real word systems with stochastic timing, such as production systems, service operations, communication networks, etc. This book summarizes the up-to-date fitting, matching and simulation methods, and presents the limits of flexibility of phase type distributions of a given order. Additionally, this book lists numerical examples that support the intuitive understanding of the analytical descriptions and software tools that handle phase type distributions

Mode of access: World Wide Web

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