Barry L. Nelson Linda Pei Nelson Foundations and Methods of Stochastic Simulation

Foundations and Methods of Stochastic Simulation

von Barry L. Nelson Linda Pei

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Beschreibung

This graduate-level textbook covers modelling, programming and analysis of stochastic computer simulation experiments, including the mathematical and statistical foundations of simulation and why it works. The book is rigorous and complete, but concise and accessible, providing all necessary background material. Object-oriented programming of simulations is illustrated in Python, while the majority of the book is programming language independent. In addition to covering the foundations of simulation and simulation programming for applications, the text prepares readers to use simulation in their research. A solutions manual for end-of-chapter exercises is available for instructors.

This graduate-level textbook covers modelling, programming and analysis of stochastic computer simulation experiments, including the mathematical and statistical foundations of simulation and why it works. The book is rigorous and complete, but concise and accessible, providing all necessary background material. Object-oriented programming of simulations is illustrated in Python, while the majority of the book is programming language independent. In addition to covering the foundations of simulation and simulation programming for applications, the text prepares readers to use simulation in their research. A solutions manual for end-of-chapter exercises is available for instructors.


Contains a modern treatment of simulation optimization Provides specific training in modelling, programming and analysis using Python Examines mathematical and statistical foundations of stochastic simulation

Autor*in

Barry L. Nelson

Themen in »Foundations and Methods of Stochastic Simulation«

Barry Nelson Linda Pei Operations Research Simulation Analysis Simulation Modeling Stochastic Simulation Python

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Details

ISBN: 9783030861964
Verlag: Springer International Publishing
Erscheinung: 12.11.2022

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