STA 4504: Categorical Data Analysis
Instructor. Aaron J. Molstad (amolstad@ufl.edu)
Office hours. Tuesday 2:30–4:30PM in Griffin Floyd 202
Teaching assistant. Ziqian Yang (zi.yang@ufl.edu)
TA Office hours. Wednesday, 2:00-4:00PM in Griffin Floyd 234
Syllabus. [pdf]
Lecture. Tuesday 12:50 - 1:40PM, Thursday 12:50 - 2:45PM in Griffin Floyd 100
Note that you must be logged into your UFL eLearning account to access course materials.
| Lecture | Topics | |||
| 1 (1/10) | Syllabus, review of key concepts [slides][complete][R1.1] | |||
| 1 (1/12) | Review, inference on proportion | |||
| 2 (1/17) | Contingency tables, odds ratios [slides][complete][R2.1] | |||
| 2 (1/19) | Testing indepedence, likelihood ratio |
Homework 1 (Due Thursday, January 26th at 4:00pm) [pdf][submission]
| 3 (1/24) | Three-way contingency tables, GLMs [slides][complete][R3.1] | |||
| 3 (1/26) | Logistic and probit regression [R3.2][R3.3] | |||
| 4 (1/31) | Comparing nested GLMs, overdispersion [slides][R4.1] | |||
| 4 (2/2) | Logistic regression models [R4.2] |
| 5 (2/7) | Multiple predictors [slides][R] |
Homework 2 (Due Thursday, February 9th at 5:00pm) [pdf][submission]
| 5 (2/9) | Predictive performance metrics [R] | |||
| 5 (2/14) | Model building and checking | |||
| 6 (2/21) | Goodness of fit tests [slides] | |||
| 6 (2/23) | Baseline category logit models |
Homework 3 (Due Sunday, February 26th at 5:00pm) [pdf][submission]
| 6 (2/28) | Baseline category logit models | |||
| 0 (3/3) | Exam review |
Exam 1 [submission]
| 7 (3/21) | Cumulative logit models [slides] | |||
| 7 (3/23) | Cumulative logit models | |||
| 0 (3/28) | Exam 1 discussion | |||
| 8 (3/30) | Correlated data [slides] |
Homework 4 (Due Thursday, April 6th at 5:00pm) [pdf][submission]