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.