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The field of global optimization has been developing at a rapid pace. There is a journal devoted to the topic, as well as many publications and notable books discussing various aspects of global optimization. This book is intended to complement these other publications with a focus on stochastic methods for global optimization. Stochastic methods, such as simulated annealing and genetic algo rithms, are gaining in popularity among practitioners and engineers be they are relatively easy to program on a computer and may be cause applied to a broad class of global optimization problems. However, the theoretical performance of these stochastic methods is not well under stood. In this book, an attempt is made to describe the theoretical prop erties of several stochastic adaptive search methods. Such a theoretical understanding may allow us to better predict algorithm performance and ultimately design new and improved algorithms. This book consolidates a collection of papers on the analysis and de velopment of stochastic adaptive search. The first chapter introduces random search algorithms. Chapters 2-5 describe the theoretical anal ysis of a progression of algorithms. A main result is that the expected number of iterations for pure adaptive search is linear in dimension for a class of Lipschitz global optimization problems. Chapter 6 discusses algorithms, based on the Hit-and-Run sampling method, that have been developed to approximate the ideal performance of pure random search. The final chapter discusses several applications in engineering that use stochastic adaptive search methods.
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Stochastic Adaptive Search for Global Optimization (Nonconvex Optimization and Its Applications, 72)
Da: Lucky's Textbooks, Dallas, TX, U.S.A.
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Stochastic Adaptive Search for Global Optimization
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Stochastic Adaptive Search for Global Optimization (Hardcover)
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Kluwer Academic Publishers, New York, NY, 2003
ISBN 10: 140207526X
ISBN 13: 9781402075261
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Hardcover. Condizione: new. Hardcover. This text overviews several stochastic adaptive search methods for global optimization and provides analytical results regarding their performance and complexity. It develops a class of hit-and-run algorithms that are theoretically motivated and do not require fine-tuning of parameters. Several engineering global optimization problems are summarized to demonstrate the kinds of practical problems that are now within reach. In this book, an attempt is made to describe the theoretical prop erties of several stochastic adaptive search methods. Chapter 6 discusses algorithms, based on the Hit-and-Run sampling method, that have been developed to approximate the ideal performance of pure random search. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9781402075261
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Stochastic Adaptive Search for Global Optimization
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Stochastic Adaptive Search for Global Optimization (Nonconvex Optimization and Its Applications, 72)
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Stochastic Adaptive Search for Global Optimization
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Condizione: New. pp. 248. Codice articolo 26322441
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Stochastic Adaptive Search for Global Optimization
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Stochastic Adaptive Search for Global Optimization
Print on DemandDa: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germania
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Buch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The field of global optimization has been developing at a rapid pace. There is a journal devoted to the topic, as well as many publications and notable books discussing various aspects of global optimization. This book is intended to complement these other publications with a focus on stochastic methods for global optimization. Stochastic methods, such as simulated annealing and genetic algo rithms, are gaining in popularity among practitioners and engineers be they are relatively easy to program on a computer and may be cause applied to a broad class of global optimization problems. However, the theoretical performance of these stochastic methods is not well under stood. In this book, an attempt is made to describe the theoretical prop erties of several stochastic adaptive search methods. Such a theoretical understanding may allow us to better predict algorithm performance and ultimately design new and improved algorithms. This book consolidates a collection of papers on the analysis and de velopment of stochastic adaptive search. The first chapter introduces random search algorithms. Chapters 2-5 describe the theoretical anal ysis of a progression of algorithms. A main result is that the expected number of iterations for pure adaptive search is linear in dimension for a class of Lipschitz global optimization problems. Chapter 6 discusses algorithms, based on the Hit-and-Run sampling method, that have been developed to approximate the ideal performance of pure random search. The final chapter discusses several applications in engineering that use stochastic adaptive search methods. 246 pp. Englisch. Codice articolo 9781402075261
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Stochastic Adaptive Search for Global Optimization
Da: Majestic Books, Hounslow, Regno Unito
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Condizione: New. pp. 248 Illus. Codice articolo 7558230
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Stochastic Adaptive Search for Global Optimization
Da: Biblios, Frankfurt am main, HESSE, Germania
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Condizione: New. pp. 248. Codice articolo 18322435
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