1.

Record Nr.

UNINA9910300138003321

Autore

Dayar Tuğrul

Titolo

Kronecker Modeling and Analysis of Multidimensional Markovian Systems / / by Tuğrul Dayar

Pubbl/distr/stampa

Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018

ISBN

3-319-97129-8

Edizione

[1st ed. 2018.]

Descrizione fisica

1 online resource (284 pages)

Collana

Springer Series in Operations Research and Financial Engineering, , 1431-8598

Disciplina

512.9434

Soggetti

Probabilities

Computer science - Mathematics

Computer system failures

Probability Theory and Stochastic Processes

Computational Mathematics and Numerical Analysis

System Performance and Evaluation

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

Introduction -- Modeling with Kronecker Products -- Avoiding Unreachable States -- Preprocessing -- Vector-Kronecker Product Multiplication -- Steady-State Analysis -- Transient Analysis -- Conclusion.

Sommario/riassunto

This work considers Kronecker-based models with finite as well as countably infinite state spaces for multidimensional Markovian systems by paying particular attention to those whose reachable state spaces are smaller than their product state spaces. Numerical methods for steady-state and transient analysis of Kronecker-based multidimensional Markovian models are discussed in detail together with implementation issues. Case studies are provided to explain concepts and motivate use of methods. Having grown out of research from the past twenty years, this book expands upon the author’s previously published book Analyzing Markov Chains using Kronecker Products (Springer, 2012). The subject matter is interdisciplinary and at the intersection of applied mathematics and computer science. The



book will be of use to researchers and graduate students with an understanding of basic linear algebra, probability, and discrete mathematics.