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Measurement, Regression, and Calibration: 12 (Oxford Statistical Science Series) - Hardcover

 
9780198522454: Measurement, Regression, and Calibration: 12 (Oxford Statistical Science Series)

Synopsis

The book starts with a range of examples and develops techniques progressively, starting with standard least squares prediction of a single variable from another and moving onto shrinkage techniques for multiple variables. Chapters 6 and 7 refer mostly to methods that have been specifically developed for spectroscopy. The other chapters are quite general in their applicability. Likelihood and Bayesian inference features strongly, the latter allowing flexible analysis of a wide range of multivariate regression problems. The last chapter presents some Bayesian approaches to pattern recognition.

For teaching purposes instructors may find particular chapters sufficiently self contained to recommend in isolation as reference or reading material. For example chapter 4 gives an in depth development of a range of shrinkage techniques. including partial least squares regression, ridge regression and principal components regression; together with discussion of the recently proposed continuum regression. Chapter 8 on pattern recognition may also be of us by itself in courses on multivariate analysis and Bayesian Statistics.

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Review

This well-written research monograph deals with regression problems that are not commonly covered in statistical methodology courses but that often arise in applications ... Technometrics readers will find much of interest and use in Brown's monograph, not the least of which are expositions of the author's own very considerable contributions to the topics under discussion. Brown is very good at presenting apparently different approaches in a unifying framework that both brings out common features and clarifies differences ... a welcome contribution ... I enjoyed reading this book and recommend it heartily. (Leon Jay Gleser, University of Pittsburgh)

Whatever your preferences, there is valuable understanding to be gained by formulating these problems (or indeed any problem) in a Bayesian framework, and one of the strong points of this book is that it always looks for and often finds that understanding ... a valuable reference. (Statistical Methods in Medical Research, Vol. 4, 1995)

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  • PublisherClarendon Press
  • Publication date1994
  • ISBN 10 0198522452
  • ISBN 13 9780198522454
  • BindingHardcover
  • LanguageEnglish
  • Number of pages210

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Brown, Philip J.
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Condition: Good. Volume 12. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. Clean from markings. In good all round condition. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,550grams, ISBN:9780198522454. Seller Inventory # 9878127

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Hardcover. Condition: new. Hardcover. The book starts with a range of examples and develops techniques progressively, starting with standard least squares prediction of a single variable from another and moving onto shrinkage techniques for multiple variables. Chapters 6 and 7 refer mostly to methods that have been specifically developed for spectroscopy. The other chapters are quite general in their applicability. Likelihood and Bayesian inference features strongly, the latter allowing flexibleanalysis of a wide range of multivariate regression problems. The last chapter presents some Bayesian approaches to pattern recognition.For teaching purposes instructors may findparticular chapters sufficiently self contained to recommend in isolation as reference or reading material. For example chapter 4 gives an in depth development of a range of shrinkage techniques. including partial least squares regression, ridge regression and principal components regression; together with discussion of the recently proposed continuum regression. Chapter 8 on pattern recognition may also be of us by itself in courses on multivariate analysis and Bayesian Statistics. This book explains the statistical theory behind a range of regression problems in which one set of variables is predicted from another. The applications are from industry and medicine where the researchers are using sophisticated electronic measuring devices that are capable of monitoring very many variables. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. Seller Inventory # 9780198522454

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