Modern Regression Techniques using R

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Modern Regression Techniques using R
目录
1 Very brief introduction to R 1
2 The basic regression 16
3 ANOVA as regression 29
4 ANCOVA: Lord’s paradox and mediation analysis 48
5 Model selection and shrinkage 65
6 Generalized linear models (GLMs) 92
7 Regression splines and generalized additive models (GAMs) 112
8 Multilevel models 138
9 Robust regression 162
10 Conclusion – make your data cool 185
Glossary of R functions used in this book 190
References 196
Index 202
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