Schedule for STT 4830

Week 1: (August 22 – 26)

Go over syllabus.
Chapter 1: Linear Regression With One Predictor Variable
- 1.1 Relation between Variables
- 1.3 Simple Linear Regression Model with Distribution of Error Terms Unspecified
- 1.4 Data for Regression Analysis

Week 2: (August 29 – September 2)

Chapter 1: Linear Regression With One Predictor Variable
- 1.5 Overview of Steps in Regression Analysis
- 1.6 Estimation of Regression Function

Week 3: (September 5 – Sep 9)

Chapter 1: Linear Regression With One Predictor Variable
- 1.7 Estimation of Error Terms Variance \(\sigma^2\)
- 1.8 Normal Error Regression Model
Chapter 5: Matrix Approach to Simple Linear Regression Analysis
- 5.1 Matrices
- 5.2 Matrix Addition and Subtraction
- 5.3 Matrix Multiplication
Quiz 1

Week 4: (Sep 12 – Sep 16)

Chapter 5: Matrix Approach to Simple Linear Regression Analysis
- 5.4 Special Types of Matrices
- 5.6 Inverse of a Matrix (In R)
- 5.9 Simple Linear Regression Model in Matrix Terms
- 5.10 Least Squares Estimation of Regression Parameters
Quiz 2

Week 5: (Sep 19 – Sep 23)

Chapter 5: Matrix Approach to Simple Linear Regression Analysis
- 5.11 Fitted Values and Residuals
Chapter 3: Diagnostics and Remedial Measures
- 3.1 Diagnostics for Predictor Variable
- 3.2 Residuals
- 3.3 Diagnostics for Residuals
Quiz 3

Week 6: (Sep 26 – Sep 30)

Week 7: (Oct 03 – Oct 07)

Week 8: (Oct 10 – Oct 14)

Chapter 3: Diagnostics and Remedial Measures
- 3.9 Transformations
- 3.10 Exploration of Shape of Regression Function
Quiz 5

Week 9: (Oct 17 – Oct 21)

Week 10: (Oct 24 – Oct 28)

Chapter 6: Multiple Regression
- 6.5 Analysis of Variance Results
- 6.6 Inferences about Regression Parameters
- 6.7 Estimation of Mean Response and Prediction of New Observation
- 6.8 Diagnostics and Remedial Measures
Quiz 7

Week 11: (Oct 31 – Nov 04)

Chapter 9: Building the Regression Model I: Model Selection and Validation
- 9.1 Overview of Model-Building Process
- 9.2 Surgical Unit Example
- 9.3 Criteria for Model Selection
Quiz 8

Week 12: (Nov 07 –Nov 11)

Chapter 9: Building the Regression Model I: Model Selection and Validation
- 9.4 Automatic Search Procedures for Model Selection
- 9.6 Model Validation
- Test 2

Week 13: (Nov 14 –Nov 18)

Tuesday:

Week 14: (Nov 21 –Nov 25)

Tuesday:

Watch 14.1 Regression Models with Binary Response Variable and 14.2 Sigmoidal Response Functions for Binary Responses
14.3 Simple Logistic Regression
14.4 Multiple Logistic Regression
14.5 Inferences about Regression Parameters
- Quiz 7

Thursday:

Week 15: (Nov 28 –Dec 02)

Week 16: (Dec 5 –Dec 06)

Final Exam

Schedule for STT 4830 - Fall 2022