Name: Matrix-Exponential Distributions in Applied Probability (en Inglés)
SKU: 57381452
Price: 95.86 USD
Availability: InStock
Author: Bladt, Mogens ; Nielsen, Bo Friis
ISBN: 9781493983773

portada Matrix-Exponential Distributions in Applied Probability (en Inglés)

Matrix-Exponential Distributions in Applied Probability (en Inglés)

Formato

Libro Físico

Autor

Mogens Bladt

Bo Friis Nielsen

Editorial

Springer

Idioma

Inglés

N° páginas

736

Encuadernación

Tapa Blanda

ISBN13

9781493983773

N° edición

Categorías

Gestión y técnicas de gestión
Investigación operativa
Probabilidad y estadística

Matrix-Exponential Distributions in Applied Probability (en Inglés)

Mogens Bladt (Autor) · Bo Friis Nielsen (Autor) · Springer · Tapa Blanda

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Reseña del libro "Matrix-Exponential Distributions in Applied Probability (en Inglés)"

This book contains an in-depth treatment of matrix-exponential (ME) distributions and their sub-class of phase-type (PH) distributions. Loosely speaking, an ME distribution is obtained through replacing the intensity parameter in an exponential distribution by a matrix. The ME distributions can also be identified as the class of non-negative distributions with rational Laplace transforms. If the matrix has the structure of a sub-intensity matrix for a Markov jump process we obtain a PH distribution which allows for nice probabilistic interpretations facilitating the derivation of exact solutions and closed form formulas. The full potential of ME and PH unfolds in their use in stochastic modelling. Several chapters on generic applications, like renewal theory, random walks and regenerative processes, are included together with some specific examples from queueing theory and insurance risk. We emphasize our intention towards applications by including an extensive treatmenton statistical methods for PH distributions and related processes that will allow practitioners to calibrate models to real data. Aimed as a textbook for graduate students in applied probability and statistics, the book provides all the necessary background on Poisson processes, Markov chains, jump processes, martingales and re-generative methods. It is our hope that the provided background may encourage researchers and practitioners from other fields, like biology, genetics and medicine, who wish to become acquainted with the matrix-exponential method and its applications.