Lecture 8: Inference in Regression and Hypothesis Testing

Key Word(s): Linearity, Normality, Constant Variance, Independence, Bootstrapping, Confidence Intervals, Standard Errors, Prediction Intervals, T-Test, P-Value

Slides

• Lecture 8 : Inference in Linear Regression (PDF)
• Lecture 8 : Bootstrapping and Confidence Intervals (PDF)
• Lecture 8 : Prediction Intervals (PDF)
• Lecture 8 : Evaluating Significance of Predictors Hypothesis Testing (PDF)

Exercises

• Lecture 8: Exercise: Beta Values for Data from Random Universe [Notebook]
• Lecture 8: Exercise: Beta Values for Data using Bootstrapping [Notebook]
• Lecture 8: Exercise: Confidence Intervals for Beta value [Notebook]
• Lecture 8: Exercise: Computing the CI [Notebook]
• Lecture 8: Exercise: Hypothesis Testing [Notebook]