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.
Les mer
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).
Les mer
Physical Experiments and Computer Experiments * Preliminaries * Predicting Output from Computer Experiments * Additional Topics in Prediction Methodology * Space-Filling Designs for Computer Experiments * Some Criterion-Based Experimental Designs * Sensitivity Analysis, Validation, and Other Issues
Les mer
From the reviews: "This is quite a unique book and may fill a void in the design of experiments literature." Techonmetrics, November 2004 "This book will be a valuable reference for for any statistitican who is collaborating with scientists who use computer experiments or is interested in pursuing research in the area." Biometrics, March 2005 "This book describes methods for designing and analyzing experiments conducted using computer program to replace a physical experiment. ... To the best of my knowledge, there has been no book yet written in the area of computer experiment. ... Therefore, this is quite a unique book and may fill a void in the design of experiments literature. As mentioned in the Preface, this book has tried to keep the mathematics at the level of readers with master's-level training in statistics." (Lih-Yuan Deng, Technometrics, Vol. 46 (4), November, 2004) "The book by Thomas Santner et al. illustrates the usefulness of computer models and statistical methodologies to extract information in stimulated data ... . Computer modeling has been challenging to the practitioners, and this book eases these challenges with the exposure of basic ideas and daunting formulas. This well written book seven chapters ... . The references are exhaustive and current." (Ramalingam Shanmugam, Journal of Statistical Computation and Simulation, Vol. 75 (2), February, 2005)
Les mer

Produktdetaljer

ISBN
9780387954202
Publisert
2003-07-30
Utgave
2. utgave
Utgiver
Vendor
Springer-Verlag New York Inc.
Vekt
1330 gr
Høyde
235 mm
Bredde
155 mm
Aldersnivå
05, 06, UP, P, UU
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
284