Stochastic Simulation: Algorithms and Anal...

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Beschreibung

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.

Zusammenfassung

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. It is the first rigorous and comprehensive advanced book on stochastic simulation. The reach of the ideas is illustrated by discussing a wide range of applications and the models that have found wide usage. The first half of the book focuses on general methods; the second half discusses model-specific algorithms. A large amount of exercises and illustrations are included, making the book of value to students, practitioners and researchers in a broad range of fields.

Inhaltsverzeichnis

General Methods and Algorithms.- Generating Random Objects.- Output Analysis.- Steady-State Simulation.- Variance-Reduction Methods.- Rare-Event Simulation.- Derivative Estimation.- Stochastic Optimization.- Algorithms for Special Models.- Numerical Integration.- Stochastic Di3erential Equations.- Gaussian Processes.- Lèvy Processes.- Markov Chain Monte Carlo Methods.- Selected Topics and Extended Examples.- What This Book Is About.- What This Book Is About.

Details

Erscheinungsjahr:	2010
Fachbereich:	Wahrscheinlichkeitstheorie
Genre:	Mathematik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Reihe:	Stochastic Modelling and Applied Probability
Inhalt:	xiv 476 S. 44 s/w Illustr. 1 farbige Illustr.
ISBN-13:	9781441921468
ISBN-10:	144192146X
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Glynn, Peter W. Asmussen, Søren
Auflage:	Softcover reprint of hardcover 1st ed. 2007
Hersteller:	Springer New York Springer US, New York, N.Y. Stochastic Modelling and Applied Probability
Maße:	235 x 155 x 27 mm
Von/Mit:	Peter W. Glynn (u. a.)
Erscheinungsdatum:	19.11.2010
Gewicht:	0,739 kg

Artikel-ID: 107219274

Zusammenfassung

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. It is the first rigorous and comprehensive advanced book on stochastic simulation. The reach of the ideas is illustrated by discussing a wide range of applications and the models that have found wide usage. The first half of the book focuses on general methods; the second half discusses model-specific algorithms. A large amount of exercises and illustrations are included, making the book of value to students, practitioners and researchers in a broad range of fields.

Inhaltsverzeichnis

Details

Erscheinungsjahr:	2010
Fachbereich:	Wahrscheinlichkeitstheorie
Genre:	Mathematik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Reihe:	Stochastic Modelling and Applied Probability
Inhalt:	xiv 476 S. 44 s/w Illustr. 1 farbige Illustr.
ISBN-13:	9781441921468
ISBN-10:	144192146X
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Glynn, Peter W. Asmussen, Søren
Auflage:	Softcover reprint of hardcover 1st ed. 2007
Hersteller:	Springer New York Springer US, New York, N.Y. Stochastic Modelling and Applied Probability
Maße:	235 x 155 x 27 mm
Von/Mit:	Peter W. Glynn (u. a.)
Erscheinungsdatum:	19.11.2010
Gewicht:	0,739 kg