Generalized Linear Models

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.

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.