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Contents

• V Full version
• 0 Introduction
• 1 Estimation
• 1.1 Estimators
• 1.2 Mean squared error
• 1.3 Sufficiency
• 1.4 Likelihood
• 1.5 Confidence intervals
• 1.6 Bayesian estimation
• 2 Hypothesis testing
• 2.1 Simple hypotheses
• 2.2 Composite hypotheses
• 2.3 Tests of goodness-of-fit and independence
• 2.4 Tests of homogeneity, and connections to confidence intervals
• 2.5 Multivariate normal theory
• 2.6 Student's t-distribution
• 3 Linear models
• 3.1 Linear models
• 3.2 Simple linear regression
• 3.3 Linear models with normal assumptions
• 3.4 The F distribution
• 3.5 Inference for beta
• 3.6 Simple linear regression
• 3.7 Expected response at x*
• 3.8 Hypothesis testing