PREFACE xix
1 INTRODUCTION 1
2 ONE-WAY CLASSIFICATIONS 28
3 SINGLE-PREDICTOR REGRESSION 71
4 LINEAR MODELS (LMs) 113
5 GENERALIZED LINEAR MODELS (GLMs) 135
6 LINEAR MIXED MODELS (LMMs) 156
7 LONGITUDINAL DATA 187
8 GLMMs 220
9 PREDICTION 247
10 COMPUTING 263
11 NONLINEAR MODELS 286
APPENDIX M: SOME MATRIX RESULTS 291
APPENDIX S: SOME STATISTICAL RESULTS 300
REFERENCES 311
INDEX 321