APPLIED REGRESSION ANALYSIS AND GENERALIZED LINEAR MODELS-FRONT COVER......Page 1
APPLIED REGRESSION ANALYSIS AND GENERALIZED LINEAR MODELS......Page 2
COPYRIGHT......Page 5
BRIEF CONTENTS......Page 6
CONTENTS......Page 8
PREFACE......Page 16
ABOUT THE AUTHOR......Page 25
CHAPTER 1- STATISTICAL MODELS AND SOCIAL SCIENCE......Page 26
PART I- DATA CRAFT......Page 37
CHAPTER 2- WHAT IS REGRESSION ANALYSIS?......Page 38
CHAPTER 3- EXAMINING DATA......Page 53
CHAPTER 4- TRANSFORMING DATA......Page 80
PART II- LINEAR MODELS AND LEAST SQUARES......Page 106
CHAPTER 5- LINEAR LEAST-SQUARES REGRESSION......Page 107
CHAPTER 6- STATISTICAL INFERENCE FOR REGRESSION......Page 131
CHAPTER 7- DUMMY-VARIABLE REGRESSION......Page 153
CHAPTER 8- ANALYSIS OF VARIANCE......Page 178
CHAPTER 9- STATISTICAL THEORY FOR LINEAR MODELS......Page 227
CHAPTER 10- THE VECTOR GEOMETRY OF LINEAR MODELS......Page 270
PART III- LINEAR-MODEL DIAGNOSTICS......Page 290
CHAPTER 11- UNUSUAL AND INFLUENTIAL DATA......Page 291
CHAPTER 12- DIAGNOSING NON-NORMALITY, NONCONSTANT ERROR VARIANCE, AND NONLINEARITY......Page 321
CHAPTER 13- COLLINEARITY AND ITS PURPORTED REMEDIES......Page 366
PART IV- GENERALIZED LINEAR MODELS......Page 394
CHAPTER 14- LOGIT AND PROBIT MODELS FOR CATEGORICAL RESPONSE VARIABLES......Page 395
CHAPTER 15- GENERALIZED LINEAR MODELS......Page 443
PART V- EXTENDING LINEAR AND GENERALIZED LINEAR MODELS......Page 498
CHAPTER 16- TIME-SERIES REGRESSION AND GENERALIZED LEAST SQUARES......Page 499
CHAPTER 17- NONLINEAR REGRESSION......Page 527
CHAPTER 18- NONPARAMETRIC REGRESSION......Page 553
CHAPTER 19- ROBUST REGRESSION......Page 611
CHAPTER 20- MISSING DATA IN REGRESSION MODELS......Page 630
CHAPTER 21- BOOTSTRAPPING REGRESSION MODELS......Page 672
CHAPTER 22- MODEL SELECTION, AVERAGING, AND VALIDATION......Page 694
PART VI- MIXED-EFFECTS MODELS......Page 724
CHAPTER 23- LINEAR MIXED-EFFECTS MODELS FOR HIERARCHICAL AND LONGITUDINAL DATA......Page 725
CHAPTER 24- GENERALIZED LINEAR AND NONLINEAR MIXED-EFFECTS MODELS......Page 768
APPENDIX A......Page 784
REFERENCES......Page 787
AUTHOR INDEX......Page 798
SUBJECT INDEX......Page 802
DATA SET INDEX......Page 816