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 |
| 1/20 | 1 Introductions and Overview | Reading: Chapter 1 in Correlated Data Notes |
Slides Board Notes |
| Week 2 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 1/25 | 2 Probability Review |
Video: 02-Probability Review Reading: Chapter 2 in Correlated Data Notes |
Slides Board Notes |
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| 1/27 | 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 Board Notes |
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| Start Checkpoint 1, Part 1 due 2/1 in class and Part 2 due 2/3 in class | |||||
| Week 3 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 2/1 | 4 Modeling Covariance |
Video: 04-Modeling Covariance Reading: Chapter 3, sections 3.3-3.4 in Correlated Data Notes |
Slides Board Notes |
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| 2/3 | 5 Model Components and Detrending |
Video: 05-Model Components Reading: Chapter 4, section 4.1 in Correlated Data Notes |
Slides Board Notes |
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|
Finish Checkpoint 1, Part 1 due 2/1 in class and Part 2 due 2/3 in class Start Checkpoint 2, due 2/10 in class |
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| Week 4 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 2/8 | 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 Board Notes |
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| 2/10 | 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 Board Notes |
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|
Finish Checkpoint 2, due 2/10 in class Start Checkpoint 3, due 2/17 in class |
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| Week 5 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 2/15 | 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 Board Notes |
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| 2/17 | 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 Board Notes |
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|
Finish Checkpoint 3, due 2/17 in class Start Time Series Mini Project, due 3/1 (goal deadline) |
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| Week 6 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 2/22 | Content Conversation 1 (no class - sign up for a meeting time in pairs) | Prompts & Details: Content Conversation 1 | |||
| 2/24 | 10 Longitudinal: Introduction |
Video: 10-Intro Longitudinal Reading: Chapter 6, sections 6.1-6.5 in Correlated Data Notes |
Slides Board Notes |
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| Finish Time Series Mini Project, due 3/1 (goal deadline) | |||||
| Week 7 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 3/1 | 11 Longitudinal: GLM + GEE |
Video: 11-GLM Video: 11-Marginal Models Reading: Chapter 6, sections 6.6-6.7 in Correlated Data Notes |
Slides Board Notes |
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| 3/3 | MSCS Capstone Days (no class - attend 2 talks) | ||||
|
Finish Time Series Mini Project, due 3/1 (goal deadline) Start Checkpoint 4, due 3/10 |
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| Week 8 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 3/8 | 12 Longitudinal: Mixed Effects |
Video: 12-Mixed Effects Reading: Chapter 6, section 6.8 in Correlated Data Notes |
Slides Board Notes |
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| 3/10 | 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 Board Notes |
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|
Finish Checkpoint 4, due 3/10 Complete Checkpoint 5 in class on 3/10 |
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| Spring Break |
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| Week 9 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 3/22 | Longitudinal: Catch up Day |
Slides Board Notes |
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| 3/24 | 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 Board Notes |
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|
Finish Longitudinal Mini Project, due 3/24 (pushed back to 3/27) Start Checkpoint 6, due 3/31 |
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| Week 10 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 3/29 | 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 Board Notes |
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| 3/31 | 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 Board Notes |
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|
Finish Checkpoint 6, due 3/31 Work on Checkpoint 7 in class 3/31 |
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| Week 11 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 4/5 | Spatial: Catch up Day |
Slides Board Notes |
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| 4/7 | Content Conversation 2 (Sign up for a slot here) | ||||
|
Work on Spatial Mini Project, due 4/12 |
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| Week 12 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 4/12 | Capstone Project Work | ||||
| 4/14 | Capstone Project Work | ||||
|
Finish Spatial Mini Project, due 4/12 Start Capstone Project, due 5/6 |
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| Week 13 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 4/19 | Capstone Project Work | ||||
| 4/21 | Capstone Project Work | ||||
|
Continue with Capstone Project, due 5/6 |
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| Week 14 | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| 4/26 | Capstone Project Work | ||||
| 4/28 | Capstone Project Work | ||||
|
Continue with Capstone Project, due 5/6 |
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| Finals Week | |||||
|---|---|---|---|---|---|
| Date | Activity Topic | Content: Videos/Readings | Class Materials: Slides/Notes | ||
| Thurs 5/5: 1:30-3:30pm | Section 2 Presentations | ||||
| Fri 5/6: 8-10am | Section 1 Presentations | ||||
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FinishCapstone Project, due 5/6 |
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