Chapter one: Regression and linear models

1.1 Regression and linear models

1.2 Models and sub-models

1.3 Factorial design

1.4 F-tests, t-test etc.

1.5 Model choice

1.6 Diagnostics

1.7 Transformations

Chapter two: Generalised linear models (GLM)

2.1 Score tests etc

2.2 GLM and the exponential family

2.3 Models, MLE and Deviance

2.5 Special models

2.6 Sufficient statistics and exact tests

2.6 Algebraic statistics

非常经典简练的课程讲义，notes 33pages, exercises and answers 20pages. 1.68M(PDF)

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