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Applied Regression Analysis: A Research Tool
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Applied Regression Analysis: A Research Tool Hardcover - 1998

by John O. Rawlings; Sastry G. Pantula; David A. Dickey


From the publisher

Least squares estimation, when used appropriately, is a powerful research tool. A deeper understanding of the regression concepts is essential for achieving optimal benefits from a least squares analysis. This book builds on the fundamentals of statistical methods and provides appropriate concepts that will allow a scientist to use least squares as an effective research tool.
Applied Regression Analysis is aimed at the scientist who wishes to gain a working knowledge of regression analysis. The basic purpose of this book is to develop an understanding of least squares and related statistical methods without becoming excessively mathematical. It is the outgrowth of more than 30 years of consulting experience with scientists and many years of teaching an applied regression course to graduate students. Applied Regression Analysis serves as an excellent text for a service course on regression for non-statisticians and as a reference for researchers. It also provides a bridge between a two-semester introduction to statistical methods and a thoeretical linear models course.
Applied Regression Analysis emphasizes the concepts and the analysis of data sets. It provides a review of the key concepts in simple linear regression, matrix operations, and multiple regression. Methods and criteria for selecting regression variables and geometric interpretations are discussed. Polynomial, trigonometric, analysis of variance, nonlinear, time series, logistic, random effects, and mixed effects models are also discussed. Detailed case studies and exercises based on real data sets are used to reinforce the concepts. The data sets used in the book are available on the Internet.

From the rear cover

Aimed at the scientist who wishes to gain a working knowledge of regression analysis, the basic purpose of this volume is to develop an understanding of least squares and related statistical methods without becoming excessively mathematical. It is neither a cookbook nor a theoretical book. It is the outgrowth of more than 30 years of consulting experience with scientists and many years of teaching applied regression courses to graduate students in the sciences. Applied Regression Analysis serves as an excellent text for a service course on regression for nonstatisticians and also as a reference for researchers. It also provides a bridge between a two-semester introduction to statistical methods and a theoretical linear models course.

Details

  • Title Applied Regression Analysis: A Research Tool
  • Author John O. Rawlings; Sastry G. Pantula; David A. Dickey
  • Binding Hardcover
  • Edition [ Edition: secon
  • Pages 660
  • Volumes 1
  • Language ENG
  • Publisher Springer, New York, NY
  • Date 1998-04-23
  • Illustrated Yes
  • Features Bibliography, Illustrated, Index
  • ISBN 9780387984544 / 0387984542
  • Weight 3 lbs (1.36 kg)
  • Dimensions 10.36 x 7.26 x 1.7 in (26.31 x 18.44 x 4.32 cm)
  • Library of Congress subjects Regression analysis
  • Library of Congress Catalog Number 97048858
  • Dewey Decimal Code 519.536
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Applied Regression Analysis: 2e
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Applied Regression Analysis: A Research Tool (Springer Texts in Statistics)
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Applied Regression Analysis: A Research Tool (Springer Texts in Statistics)
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Applied Regression Analysis: A Research Tool (Springer Texts in Statistics)

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Applied Regression Analysis: A Research Tool (Springer Texts in Statistics)
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