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Introduction to Linear Regression Analysis

Introduction to Linear Regression Analysis - 5th edition

ISBN13: 978-0470542811

Cover of Introduction to Linear Regression Analysis 5TH 12 (ISBN 978-0470542811)
ISBN13: 978-0470542811
ISBN10: 0470542810
Cover type: Hardback
Edition/Copyright: 5TH 12
Publisher: John Wiley & Sons, Inc.
Published: 2012
International: No
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Introduction to Linear Regression Analysis - 5TH 12 edition

ISBN13: 978-0470542811

Douglas C. Montgomery

ISBN13: 978-0470542811
ISBN10: 0470542810
Cover type: Hardback
Edition/Copyright: 5TH 12
Publisher: John Wiley & Sons, Inc.

Published: 2012
International: No
Summary

Clearly balancing theory with applications, this book describes both the conventional and less common uses of linear regression in the practical context of today's mathematical and scientific research. Beginning with a general introduction to regression modeling, including typical applications, the book then outlines a host of technical tools that form the linear regression analytical arsenal, including: basic inference procedures and introductory aspects of model adequacy checking; how transformations and weighted least squares can be used to resolve problems of model inadequacy; how to deal with influential observations; and polynomial regression models and their variations. The book also includes material on regression models with autocorrelated errors, bootstrapping regression estimates, classification and regression trees, and regression model validation.

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