W4315 Linear Regression Models

For all lecture notes, any comments are welcome and should be sent to the instructor by e-mail.

Chapter 1. Introduction to Simple Linear Regression

Chapter 2. Inference in Regression Analysis, R Code, Toluca Dataset

Chapter 3. Diagnostics and Remedial Measures, R Code, Bank Dataset

Chapter 4. Simultaneous Inferences and Other Topics in Regression Analysis

Chapter 5. Linear Algebra Review

Chapter 6. Multiple Regression

Chapter 7. Multiple Regression (II), R Code, Fat Dataset

Chapter 8. Regression Models for Quantitative and Qualitative Predictors, R Code, Soap Dataset

Chapter 9. Model Selection, Cp.pdf, R Code, Surgical Dataset

Chapter 10. Diagnostic for Multiple Linear Regression, R Code

Chapter 11. Remedial Measures for Multiple Linear Regression Models, R Code, Blood Pressure Dataset, Math Dataset, Insurance Dataset, Steroid Dataset, GPA Dataset

Special Topic. Cochran's Theorem

Special Topic. Generalized Linear Models

Final Review. Final Review