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2007 | Buch

Stochastic Simulation: Algorithms and Analysis

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Über dieses Buch

Sampling-based computational methods have become a fundamental part of the numerical toolset of practitioners and researchers across an enormous number of different applied domains and academic disciplines. This book provides a broad treatment of such sampling-based methods, as well as accompanying mathematical analysis of the convergence properties of the methods discussed. The reach of the ideas is illustrated by discussing a wide range of applications and the models that have found wide usage. Given the wide range of examples, exercises and applications students, practitioners and researchers in probability, statistics, operations research, economics, finance, engineering as well as biology and chemistry and physics will find the book of value.

Inhaltsverzeichnis

Frontmatter

General Methods and Algorithms

Frontmatter
Chapter II. Generating Random Objects
Søren Asmussen, Peter W. Glynn
Chapter III. Output Analysis
Søren Asmussen, Peter W. Glynn
Chapter IV. Steady-State Simulation
Søren Asmussen, Peter W. Glynn
Chapter V. Variance-Reduction Methods
Søren Asmussen, Peter W. Glynn
Chapter VI. Rare-Event Simulation
Søren Asmussen, Peter W. Glynn
Chapter VII. Derivative Estimation
Søren Asmussen, Peter W. Glynn
Chapter VIII. Stochastic Optimization
Søren Asmussen, Peter W. Glynn

Algorithms for Special Models

Frontmatter
Chapter IX. Numerical Integration
Søren Asmussen, Peter W. Glynn
Chapter X. Stochastic Di3erential Equations
Søren Asmussen, Peter W. Glynn
Chapter XI. Gaussian Processes
Søren Asmussen, Peter W. Glynn
Chapter XII. Lèvy Processes
Søren Asmussen, Peter W. Glynn
Chapter XIII. Markov Chain Monte Carlo Methods
Søren Asmussen, Peter W. Glynn
Chapter XIV. Selected Topics and Extended Examples
Søren Asmussen, Peter W. Glynn

What This Book Is About

Frontmatter
Chapter I. What This Book Is About
Søren Asmussen, Peter W. Glynn
Backmatter
Metadaten
Titel
Stochastic Simulation: Algorithms and Analysis
verfasst von
Søren Asmussen
Peter W. Glynn
Copyright-Jahr
2007
Verlag
Springer New York
Electronic ISBN
978-0-387-69033-9
Print ISBN
978-0-387-30679-7
DOI
https://doi.org/10.1007/978-0-387-69033-9