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Empirical model-building and response surfaces

Author: George E P Box; Norman Richard Draper
Publisher: New York : Wiley, ©1987.
Series: Wiley series in probability and mathematical statistics., Applied probability and statistics.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
This innovative discussion of building empirical models and the fitting of surfaces to data, goes on to introduce the general philosophy of response surface methodology, and details least squares for response surface work.
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Additional Physical Format: Online version:
Box, George E.P.
Empirical model-building and response surfaces.
New York : Wiley, ©1987
(OCoLC)899964744
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: George E P Box; Norman Richard Draper
ISBN: 0471810339 9780471810339
OCLC Number: 13218699
Notes: Includes indexes.
Description: xiv, 669 pages : illustrations ; 24 cm.
Contents: Introduction to response surface methodology --
The use of graduating functions --
Least squares for response surface work --
Factorial designs at two levels --
Blocking and fractionating 2[superscript k] factorial designs --
The use of steepest ascent to achieve process improvement --
Fitting second-order models --
Adequacy of estimation and the use of transformation --
Exploration of maxima and ridge systems with second-order response surfaces --
Occurrence and Elucidation of ridge systems, I --
Occurrence and Elucidation of ridge systems, II --
Links between empirical and theoretical models --
Design aspects of variance, bias, and lack of fit --
Variance-optimal designs --
Practical choice of a response surface design.
Series Title: Wiley series in probability and mathematical statistics., Applied probability and statistics.
Responsibility: George E.P. Box, Norman R. Draper.
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Abstract:

This innovative discussion of building empirical models and the fitting of surfaces to data, goes on to introduce the general philosophy of response surface methodology, and details least squares for  Read more...

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