Generalized Linear Models
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Generalized Linear Models: With Applications in Engineering and the Sciences(Wiley Series in Probability and Statistics)

Generalized Linear Models: With Applications in Engineering and the Sciences(Wiley Series in Probability and Statistics)


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About the Book

Includes thorough treatment of logistic and Poisson regression. Introduction to generalized estimating questions. Numerous examples in fields ranging from biology and biopharmaceuticals to engineering and quality assurance. Provides guidance in using widely available software to illustrate all aspects of model-fitting, inference, and diagnostic testing.

Table of Contents:
Preface. 1. Introduction to Generalized Linear Models. 2. Linear Regression Models. 3. Nonlinear Regression Models. 4. Logistic and Poisson Regression Models. 5. The Family of Generalized Linear Models. 6. Generalized Estimating Equations. 7. Further Advances and Applications in GLM. Appendix 1: Background on Basic Test Statistics. Appendix 2: Background from the Theory of Linear Models. Appendix 3: The Gauss--Markov Theroem. Appendix 4: The Relationship Between Maximum Likelihood Estimation of the Logistic Regression Model and Weighted Least Squares. Appendix 5: Computational Details for GLMs for a Canonical Link. Appendix 6: Computational Details for GLMs for a Noncanonical Link. References. Index.

About the Author :
RAYMOND H. MYERS is Professor Emeritus in the Department of Statistics at Virginia Tech in Blacksburg, Virginia. DOUGLAS C. MONTGOMERY is Professor in the Department of Industrial Engineering at Arizona State University in Tempe, Arizona. G. GEOFFREY VINING is Professor and Head of the Department of Statistics at Virginia Tech in Blacksburg, Virginia.

Review :
"...fulfills the need for an introductory textbook on the generalized linear model..." (Quarterly of Applied Mathematics, Vol. LX, No. 2, June 2002) "...recommended for students, engineers, scientists, and statisticians who want to familiarize themselves with generalized linear models." (Mathematical Reviews, 2002j) "...an excellent, up--to--date introduction to the field...easily used as a user guide...those less mathematically minded have no need to fear this book... I recommend this book to you all and am delighted to have had the opportunity to review it." (Statistical Methods in Medical Research, Vol. 11, 2002) "...a good textbook a good reference..." (The American Statistician, Vol. 57, No. 1, February 2003)


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Product Details
  • ISBN-13: 9780471355731
  • Publisher: John Wiley and Sons Ltd
  • Publisher Imprint: John Wiley & Sons Inc
  • Height: 241 mm
  • Returnable: N
  • Sub Title: With Applications in Engineering and the Sciences
  • Width: 163 mm
  • ISBN-10: 0471355739
  • Publisher Date: 08 Nov 2001
  • Binding: Hardback
  • Language: English
  • Series Title: Wiley Series in Probability and Statistics
  • Weight: 640 gr


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Generalized Linear Models: With Applications in Engineering and the Sciences(Wiley Series in Probability and Statistics)
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