MATH 4780 - Regression Analysis

This page contains an outline of the topics, content, and assignments for the semester. Note that this schedule will be updated as the semester progresses, with all changes documented here.

Week Date Topic To Do Slides Exercise HW Project
1 Tue, Aug 29 Greetings + Overview of Regression 📖 🖥️ 🖥️
Thu, Aug 31 Probability and Statistics Review 🖥️ 📋 ✍️
2 Tue, Sep 5 Simple Linear Regression (SLR) 📖 🖥️
Thu, Sep 7 Simple Linear Regression
3 Tue, Sep 12 Simple Linear Regression 📖 📋
Thu, Sep 14 Simple Linear Regression ✍️
4 Tue, Sep 19 Multiple Linear Regression (MLR) 📖 🖥️
Thu, Sep 21 Multiple Linear Regression
5 Tue, Sep 26 Multiple Linear Regression 📖 📋
Thu, Sep 28 Multiple Linear Regression ✍️
6 Tue, Oct 3 Matrix Algebra Review 📖 🖥️
Thu, Oct 5 MLR in Matrix Form (MSSC only) 🖥️
7 Tue, Oct 10 Diagnostics: Residuals and Unusual Data 📖 🖥️
Thu, Oct 12 Diagnostics: Symmetry and Normality 🖥️
8 Tue, Oct 17 In-Class Exam 📖
Thu, Oct 19 Diagnostics: Constant Variance 🖥️
9 Tue, Oct 24 Diagnostics: Linearity 📖 🖥️ 📋 ✍️
Thu, Oct 26 Diagnostics: Lack of Fit
10 Tue, Oct 31 Bootstrapping and Simulation-based Inference 📖 🖥️ 📋
Thu, Nov 2 Polynomial Regression 🖥️ 📋
11 Tue, Nov 7 Nonparametric Regression 📖 🖥️ 📋 ✍️
Thu, Nov 9 Categorical Variables 🖥️
12 Tue, Nov 14 Categorical Variables 📖 📋
Thu, Nov 16 Collinearity 🖥️ 📋
13 Tue, Nov 21 Collinearity 📖 ✍️
Thu, Nov 23 NO CLASS: Thanksgiving
14 Tue, Nov 28 Variable Selection 📖 🖥️ 📋 📂
Thu, Nov 30 Variable Selection
15 Tue, Dec 5 Logistic Regression 📖 🖥️ 📋
Thu, Dec 7 Logistic Regression
16 Tue, Dec 12 Project Presentation 📂

I reserve the right to make changes to the schedule.