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Publicado por Springer (edition 2003), 2003
ISBN 10: 0387954201 ISBN 13: 9780387954202
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Idioma: Inglés
Publicado por Springer-Verlag New York Inc., US, 2019
ISBN 10: 149398845X ISBN 13: 9781493988457
Librería: Rarewaves.com USA, London, LONDO, Reino Unido
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Añadir al carritoHardback. Condición: New. Second Edition 2018. This book describes methods for designing and analyzing experiments that are conducted using a computer code, a computer experiment, and, when possible, a physical experiment. Computer experiments continue to increase in popularity as surrogates for and adjuncts to physical experiments. Since the publication of the first edition, there have been many methodological advances and software developments to implement these new methodologies. The computer experiments literature has emphasized the construction of algorithms for various data analysis tasks (design construction, prediction, sensitivity analysis, calibration among others), and the development of web-based repositories of designs for immediate application. While it is written at a level that is accessible to readers with Masters-level training in Statistics, the book is written in sufficient detail to be useful for practitioners and researchers. New to this revised and expanded edition:. An expanded presentation of basic material on computer experiments and Gaussian processes with additional simulations and examples . A new comparison of plug-in prediction methodologies for real-valued simulator output. An enlarged discussion of space-filling designs including Latin Hypercube designs (LHDs), near-orthogonal designs, and nonrectangular regions. A chapter length description of process-based designs for optimization, to improve good overall fit, quantile estimation, and Pareto optimization . A new chapter describing graphical and numerical sensitivity analysis tools. Substantial new material on calibration-based prediction and inference for calibration parameters . Lists of software that can be used to fit models discussed in the book to aid practitioners.
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Añadir al carritoTaschenbuch. Condición: Neu. The Design and Analysis of Computer Experiments | Thomas J. Santner (u. a.) | Taschenbuch | xii | Englisch | 2010 | Springer | EAN 9781441929921 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
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Añadir al carritoTaschenbuch. Condición: Neu. Druck auf Anfrage Neuware - Printed after ordering - In the past 15 to 20 years, the computer has become a popular tool for exploring the relationship between a measured response and factors thought to affect the response. In many cases, scientific theories exist that implicitly relate the response to the factors by means of systems of mathematical equations. There also exist numerical methods for accurately solving such equations and appropriate computer hardware and software to implement these methods. In many engineering applications, for example, the relationship is described by a dynamical system and the numerical method is a finite element code. In such situations, these numerical methods allow one to produce computer code that can generate the response corresponding to any given set of values of the factors. This allows one to conduct an 'experiment' (called a 'computer experiment') to explore the relationship between the response and the factors using the code. Indeed, in some cases computer experimentation is feasible when a properly designed physical experiment (the gold standard for establishing cause and effect) is impossible. For example, the number of input variables may be too large to consider performing a physical experiment or it may simply be economically prohibitive to run an experiment on the scale required to gather sufficient information to answer a particular research question. This book describes methods for designing and analyzing experiments conducted using computer code in lieu of a physical experiment. It discusses how to select the values of the factors at which to run the code (the design of the computer experiment) in light of the research objectives of the experimenter. It also provides techniques for analyzing the resulting data so as to achieve these research goals.
Idioma: Inglés
Publicado por Springer-Verlag New York Inc., US, 2019
ISBN 10: 149398845X ISBN 13: 9781493988457
Librería: Rarewaves.com UK, London, Reino Unido
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Añadir al carritoHardback. Condición: New. Second Edition 2018. This book describes methods for designing and analyzing experiments that are conducted using a computer code, a computer experiment, and, when possible, a physical experiment. Computer experiments continue to increase in popularity as surrogates for and adjuncts to physical experiments. Since the publication of the first edition, there have been many methodological advances and software developments to implement these new methodologies. The computer experiments literature has emphasized the construction of algorithms for various data analysis tasks (design construction, prediction, sensitivity analysis, calibration among others), and the development of web-based repositories of designs for immediate application. While it is written at a level that is accessible to readers with Masters-level training in Statistics, the book is written in sufficient detail to be useful for practitioners and researchers. New to this revised and expanded edition:. An expanded presentation of basic material on computer experiments and Gaussian processes with additional simulations and examples . A new comparison of plug-in prediction methodologies for real-valued simulator output. An enlarged discussion of space-filling designs including Latin Hypercube designs (LHDs), near-orthogonal designs, and nonrectangular regions. A chapter length description of process-based designs for optimization, to improve good overall fit, quantile estimation, and Pareto optimization . A new chapter describing graphical and numerical sensitivity analysis tools. Substantial new material on calibration-based prediction and inference for calibration parameters . Lists of software that can be used to fit models discussed in the book to aid practitioners.
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Añadir al carritoBuch. Condición: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book describes methods for designing and analyzing experiments that are conducted using a computer code, a computer experiment, and, when possible, a physical experiment. Computer experiments continue to increase in popularity as surrogates for and adjuncts to physical experiments. Since the publication of the first edition, there have been many methodological advances and software developments to implement these new methodologies. The computer experiments literature has emphasized the construction of algorithms for various data analysis tasks (design construction, prediction, sensitivity analysis, calibration among others), and the development of web-based repositories of designs for immediate application. While it is written at a level that is accessible to readers with Masters-level training in Statistics, the book is written in sufficient detail to be useful for practitioners and researchers.New to this revised and expanded edition:- An expanded presentation of basic material on computer experiments and Gaussian processes with additional simulations and examples - A new comparison of plug-in prediction methodologies for real-valued simulator output- An enlarged discussion of space-filling designs including Latin Hypercube designs (LHDs), near-orthogonal designs, and nonrectangular regions- A chapter length description of process-based designs for optimization, to improve good overall fit, quantile estimation, and Pareto optimization - A new chapter describing graphical and numerical sensitivity analysis tools- Substantial new material on calibration-based prediction and inference for calibration parameters - Lists of software that can be used to fit models discussed in the book to aid practitioners.
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Idioma: Inglés
Publicado por Springer New York Dez 2010, 2010
ISBN 10: 1441929924 ISBN 13: 9781441929921
Librería: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Alemania
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Añadir al carritoTaschenbuch. Condición: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book describes methods for designing and analyzing experiments conducted using computer code in lieu of a physical experiment. It discusses how to select the values of the factors at which to run the code (the design of the computer experiment). It also provides techniques for analyzing the resulting data so as to achieve these research goals. 300 pp. Englisch.
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Añadir al carritoCondición: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. This book describes methods for designing and analyzing experiments conducted using computer code in lieu of a physical experiment. It discusses how to select the values of the factors at which to run the code (the design of the computer experiment). It .
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Añadir al carritoCondición: New. Print on Demand pp. 300 41 Illus.
Idioma: Inglés
Publicado por Springer-Verlag New York Inc., 2010
ISBN 10: 1441929924 ISBN 13: 9781441929921
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Idioma: Inglés
Publicado por Springer-Verlag New York Inc., 2019
ISBN 10: 149398845X ISBN 13: 9781493988457
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