Schedule
The schedule below is a tentative outline of our plans for the semester.
Before each class period, please watch the indicated videos and check on 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://bcheggeseth.github.io/CorrelatedData).
| Week 1 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 9/5 | 1 Introductions and Overview | Reading: Chapter 1 in Correlated Data Notes |
Slides iPad/Board Notes |
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| 9/7 | 2 Probability Review |
Video: 02-Probability Review Reading: Chapter 2 in Correlated Data Notes |
Slides iPad/Board Notes |
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| Start Checkpoint 1, Part 1 due 9/14 in class and Part 2 due 9/19 in class | |||||
| Week 2 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 9/12 | 3 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 |
Slides iPad/Board Notes |
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| 9/14 | 4 Modeling Covariance |
Video: 04-Modeling Covariance Reading: Chapter 3, sections 3.3-3.4 in Correlated Data Notes |
Slides iPad/Board Notes |
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| Start Checkpoint 1, Part 1 due 9/14 in class and Part 2 due 9/19 in class | |||||
| Week 3 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 9/19 | 5 Model Components and Detrending |
Video: 05-Model Components Reading: Chapter 4, section 4.1 in Correlated Data Notes |
Slides iPad/Board Notes |
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| 9/21 | 6 Time Series: ACF and Random Walk |
Video: 06-ACF Random Walk Reading: Chapter 5, section 5.1-5.3 in Correlated Data Notes |
Slides iPad/Board Notes |
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|
Start Checkpoint 1, Part 1 due 9/14 in class and Part 2 due 9/19 in class Start Checkpoint 2, due 9/26 in class |
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| Week 4 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 9/26 | 7 Time Series: AR(p) and MA(q) 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 |
Slides iPad/Board Notes |
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| 9/28 | 8 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 |
Slides iPad/Board Notes |
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|
Finish Checkpoint 2, due 9/26 in class Start Checkpoint 3, due 10/3 in class |
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| Week 5 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 10/3 | 9 Time Series: ARIMA & SARIMA Models |
Video: 09-ARIMA and SARIMA Models Video: 09-Forecasting Reading: Chapter 5, section 5.9 in Correlated Data Notes |
Slides iPad/Board Notes |
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| 10/5 | Content Conversation 1 (no class - sign up for a meeting time in pairs) | Prompts & Details: Content Conversation 1 | |||
|
Finish Checkpoint 3, due 10/3 in class Start Time Series Mini Project, due 10/17 |
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| Week 6 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 10/10 | 10 Longitudinal: Introduction |
Video: 10-Intro Longitudinal Reading: Chapter 6, sections 6.1-6.5 in Correlated Data Notes |
Slides iPad/Board Notes |
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| 10/12 | 11 Longitudinal: GLM + GEE |
Video: 11-GLM Video: 11-Marginal Models Reading: Chapter 6, sections 6.6-6.7 in Correlated Data Notes |
Slides iPad/Board Notes |
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| Finish Time Series Mini Project, due 10/17 | |||||
| Week 7 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 10/17 | 12 Longitudinal: Mixed Effects |
Video: 12-Mixed Effects Reading: Chapter 6, section 6.8 in Correlated Data Notes |
Slides iPad/Board Notes |
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| 10/19 | 13 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. |
Slides iPad/Board Notes |
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|
Finish Time Series Mini Project, due 10/17 Start Checkpoint 4, due 10/19 |
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| Week 8 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 10/24 | Longitudinal: Catch up Day |
Slides iPad/Board Notes |
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| Finish Checkpoint 5, due 10/24 | |||||
| Fall Break |
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| Week 9 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 10/31 | Longitudinal: Interpretation Practice | ||||
| 11/2 | 14 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 |
Slides iPad/Board Notes |
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|
Finish Longitudinal Mini Project, due 11/7 Start Checkpoint 6, due 11/9 |
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| Week 10 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 11/7 | 15 Spatial: Areal Data |
Video: 15-Intro to Areal Data Reading: Chapter 7, section 7.4 (stop before 7.4.4) in Correlated Data Notes |
Slides iPad/Board Notes |
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| 11/9 | 16 Spatial: SAR and CAR 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 |
Slides iPad/Board Notes |
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|
Finish Checkpoint 6, due 11/9 Work on Checkpoint 7 in class 11/9 |
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| Week 11 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 11/14 | Spatial: Catch up Day |
Slides iPad/Board Notes |
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| 11/16 | Content Conversation 2 (Sign up for a slot here) | ||||
|
Work on Spatial Mini Project, due 11/21 |
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| Week 12 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 11/21 | Capstone Project Work | Slides | |||
|
Continue with Capstone Project, due 12/16 |
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| Week 13 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 11/28 | Capstone Project Work | ||||
| 11/30 | Capstone Project Work | ||||
|
Continue with Capstone Project, due 12/16 |
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| Week 14 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 12/5 | Capstone Project Work | ||||
| 12/7 | Capstone Project Work | ||||
|
Continue with Capstone Project, due 12/16 |
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| Finals Week | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| Saturday 12/16: 10:30-12:30pm | Section 1 Presentations | ||||
| Saturday 12/16: 1:30-3:30pm | Section 2 Presentations | ||||
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Finish Capstone Project, due 12/16 |
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