Phase Type Distributions, Volume 2
Author | : András Horváth |
Publisher | : John Wiley & Sons |
Total Pages | : 292 |
Release | : 2024-12-05 |
ISBN-10 | : 9781848219458 |
ISBN-13 | : 1848219458 |
Rating | : 4/5 (58 Downloads) |
Download or read book Phase Type Distributions, Volume 2 written by András Horváth and published by John Wiley & Sons. This book was released on 2024-12-05 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.