Extending the Linear Model with R Generalized Linear, Mixed Effects and Nonparametric Regression Models
目录
1 Introduction 1
2 Binomial Data 28
3 Count Regression 61
4 Contingency Tables 76
5 Multinomial Data 106
6 Generalized Linear Models 126
7 Other GLMs 149
8 Random Effects 169
9 Repeated Measures and Longitudinal Data 203
10 Mixed Effect Models for Nonnormal Responses 221
11 Nonparametric Regression 232
12 Additive Models 254
13 Trees 278
14 Neural Networks 296
A Likelihood Theory 307
B R Information 316
Bibliography 318
Index 324
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