Schedule
The schedule below is a tentative outline of our plans for the semester.
Warning
This page is subject to change! Please check back frequently throughout the semester.
Before each class period, please watch the indicated videos and check your understanding by actively reviewing the associated Learning Goals.
The readings listed below complement the videos and class activities. Readings refer to chapters/sections in the Online Notes (available at https://mac-stat.github.io/CorrelatedDataNotes/).
All materials that you will need during class time (e.g., notes, activity templates) can be found on this website. You will access most assignments completed outside of class time via Moodle.
| Week 1 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 9/2 | Foundations: Introduction to Correlated Data | Information Gathering Survey Reading: Chapter 1 in Correlated Data Notes |
Introductions and Overview (QMD) iPad/Board Notes |
Start HW0 |
| 9/4 | Foundations: Probability Review | Video: 02-Probability Review Reading: Chapter 2 in Correlated Data Notes |
Probability Review (QMD) iPad/Board Notes |
Start HW1 |
| Week 2 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 9/9 | Foundations: Random Processes | Video: 03-Random Process Reading: Chapter 3, sections 3.1-3.2 in Correlated Data Notes Resource: Chapter 8 (matrix algebra) in Correlated Data Notes Use Chapter 8 as a reference to look up terms that come up throughout the semester |
Random Processes iPad/Board Notes |
Complete HW1 before next class Start HW2 |
| 9/11 | Foundations: Modeling Covariance | Video: 04-Modeling Covariance Reading: Chapter 3, sections 3.3-3.4 in Correlated Data Notes |
4 Modeling Covariance iPad/Board Notes |
Complete HW2 before next class |
| Week 3 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 9/16 | Foundations: Model Components | Video: 05-Model Components Reading: Chapter 4, section 4.1 in Correlated Data Notes |
Model Components iPad/Board Notes |
Start HW3 |
| 9/18 | Time Series: ACF and Random Walk | Video: 06-ACF Random Walk Reading: Chapter 5, section 5.1-5.3 in Correlated Data Notes |
ACF and Random Walk iPad/Board Notes |
Complete HW3 before next class |
| Week 4 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 9/23 | Time Series: AR and MA Models | Video: 07-AR and MA Models Video: 07-Derivations of AR1 Video: 07-Derivations of MA1 Reading: Chapter 5, section 5.4-5.6 in Correlated Data Notes |
AR and MA Models iPad/Board Notes |
Start HW4 |
| 9/25 | Time Series: ARMA Models | Video: 08-ARMA Models Video: 08-PACF Video: 08-Model Selection Reading: Chapter 5, section 5.7-5.8 in Correlated Data Notes |
ARMA Models iPad/Board Notes |
Complete HW4 before next class |
| Week 5 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 9/30 | Time Series: ARIMA & SARIMA Models | Video: 09-ARIMA and SARIMA Models Video: 09-Forecasting Reading: Chapter 5, section 5.9 in Correlated Data Notes |
ARIMA & SARIMA Models iPad/Board Notes |
|
| 10/2 | Content Conversation 1 | Prepare: Prompts & Details | No Class - Sign up for a meeting time with Prof. H in pairs) | Complete Mini Project 1 by next class |
| Week 6 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 10/7 | Longitudinal: Introduction | Video: 10-Intro Longitudinal Reading: Chapter 6, sections 6.1-6.5 in Correlated Data Notes |
Introduction to Longitudinal Data iPad/Board Notes |
Start HW5 |
| 10/9 | Longitudinal: GLM + GEE | Video: 11-GLM Video: 11-Marginal Models Reading: Chapter 6, sections 6.6-6.7 in Correlated Data Notes |
GLM + GEE iPad/Board Notes |
Complete most of HW5 before next class, due the next day |
| Week 7 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 10/14 | Longitudinal: More GEE | iPad/Board Notes |
Complete HW5 by tomorrow | |
| 10/16 | Fall Break | No Class | ||
| Week 8 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 10/21 | Longitudinal: Mixed Effects | Video: 12-Mixed Effects Reading: Chapter 6, section 6.8 in Correlated Data Notes |
Mixed Effects iPad/Board Notes |
Start HW6 |
| 10/23 | Longitudinal: GEE V. Mixed Effects | Reading: To GEE or Not To GEE This is a journal article, so read through once focusing on what you recognize and understand. Connect what we've covered. Don't expect to understand everything on the first read through. |
GEE V. Mixed Effects iPad/Board Notes |
Complete HW6 before next class |
| Week 9 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 10/28 | Longitudinal: Review | Prepare for Content Conversation | ||
| 10/30 | Content Conversation 2 | Finish Mini Project 2 | ||
| Week 10 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 11/4 | Spatial: Introduction to 3 Types of Data | Video: 14-Intro to Spatial Data Video: 14-Mapping in R Reading: Chapter 7, intro and section 7.1 in Correlated Data Notes |
Introduction to 3 Types of Data iPad/Board Notes |
Start HW7 |
| 11/6 | Spatial: Areal Data | Video: 15-Intro to Areal Data Reading: Chapter 7, section 7.4 (stop before 7.4.4) in Correlated Data Notes |
Areal Data iPad/Board Notes |
Finish HW7 by next class |
| Week 11 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 11/11 | Spatial: Spatial Models | Video: 16-SAR and CAR Models Reading: Chapter 7, section 7.4.4 (7.4.5 and 7.4.6 are optional) in Correlated Data Notes |
Spatial Models iPad/Board Notes |
Start HW8 |
| 11/13 | Spatial: Review | Complete HW8 by next class | ||
| Week 12 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 11/18 | Capstone Project Work | |||
| 11/20 | Content Conversation 3 | |||
| Week 13 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 11/25 | Capstone Project Work | |||
| 11/27 | NO CLASS: THANKSGIVING | |||
| Week 14 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 12/2 | Capstone Project Work | |||
| 12/4 | Capstone Project Work | |||
| Week 15 | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| 12/9 | Capstone Project Work | |||
| Finals Week | ||||
|---|---|---|---|---|
| Date | Topic | Before Class: Videos/Readings | During Class: Slides/Notes | After Class: Assignments |
| Tuesday 12/16: 10:30-12:30pm | Section 1 Presentations | |||
| Tuesday 12/16: 1:30-3:30pm | Section 2 Presentations | |||