Bios 6312: Modern Regression

January 6, 2026

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.

Schedule updated Mon Apr 13 10:41:57 AM 2026

Week Day Date Topic Notes.or.Lab Supplemental Homework Reading
1 M 1/5/2026 Introduction Welcome and Introduction Install R and Rstudio
1 Tu 1/6/2026 Review of Key Concepts Lec 2; Quarto Intro
1 Th 1/8/2026 Simple Linear Regression Lec 3 RMB 3.3
2 M 1/12/2026 Simple Linear Regression Lab 1, Lec 3
2 Tu 1/13/2026 Lab: Linear Regression Lab 1, Lec 3 Matrix Algebra Review HW 1 assigned
2 Th 1/15/2026 Simple Linear Regression Lec 3, Lab 1 Log Transformations RMB 3.2
3 M 1/19/2026 No class (MLK, Jr. Holiday)
3 Tu 1/20/2026 Lab: Linear Regression model assumptions Lab 2
3 Th 1/22/2026 Logistic Regression Lec 4 HW 1 due; HW 2 assigned
4 M 1/26/2026 Logistic Regression Lec 4
4 Tu 1/27/2026 Logistic Regression Lab Lab 3 RMB 3.4; 6.1
4 Th 1/29/2026 Precision HW 3 assigned
5 M 2/2/2026 Lab: Logistic Regression Lab 3
5 Tu 2/3/2026 Precison Lec 5.1 5.2/Lab 4 HW 2 due RMB 5.1
5 Th 2/5/2026 Confounding and Effect Modification Lec 6
6 M 2/9/2026 Lab: Multivariable models Lab 4
6 Tu 2/10/2026 Multivariable Models Lec 7
6 Th 2/12/2026 Multivariable Models Lec 7 HW 3 due; HW4 assigned
7 M 2/16/2026 Frequentist Estimation and Bayesian Inference
7 Tu 2/17/2026 Frequentist Estimation and Bayesian Inference
7 Th 2/19/2026 Weighted regression Mini Lab, weighted Regression HW 4 due
8 M 2/23/2026 Review
8 Tu 2/24/2026 Midterm Exam In class exam
8 Th 2/26/2026 Time to event models RMB: 3.5; 7.1; 7.2.1-7.2.7
9 M 3/2/2026 Lab: Go over midterm exam
9 Tu 3/3/2026 Time to event models
9 Th 3/5/2026 Lab: Time to event Lab 6 HW 5
10 M 3/9/2026 Spring Break
10 Tu 3/10/2026 Spring Break
10 Th 3/12/2026 Spring Break
11 M 3/16/2026 Poisson Regression
11 Tu 3/17/2026 Modeling effect Modification
11 Th 3/19/2026 Modeling effect Modification HW 5 due
12 M 3/23/2026 No Lab (Take home exam) Take Home Exam
12 Tu 3/24/2026 Lab: Poisson Models and Effect Modfiction HW 6
12 Th 3/26/2026 Multinomial and Ordinal Regression
13 M 3/30/2026 Lab: Discrete Outcome Regression
13 Tu 3/31/2026 Flexible Modeling of Dose Reponse
13 Th 4/2/2026 Flexible Modeling of Dose Reponse HW 6 due
14 M 4/6/2026 ANOVA Model Choice HW 7
14 Tu 4/7/2026 Regression based prediction
14 Th 4/9/2026 Prediction and Bayesian Model Diagnostics
15 M 4/13/2026 Bootstrap Practice Questions
15 Tu 4/14/2026 Missing data HW 7 due
15 Th 4/16/2026 Correlated Continuous Outcomes Lec 14
16 M 4/20/2026 Review/Answer questions
16 Tu 4/21/2026 Final Exam In class exem
17 M 4/27/2026 Return and review exam (optional)