| HS 853 Winter'18 Weekly Topics |
Dates |
Monday |
Wednesday |
Friday |
Faculty |
Notes, e.g., suggested
use of tool/software, assigment postings |
| Week 1 |
1/1/2018 |
New
Year's Day |
Syllabus, Homepage |
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Dinov |
R |
| Course Organization |
Gradebook, Expectations, HWs, Projects |
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HW1 |
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R Foundations |
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| 2 |
1/8/2018 |
Introduction to R |
R graphics |
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Yang |
R |
| Introduction to R |
Regression I |
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| Regression |
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Regression II |
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| Some Plots |
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| 3 |
1/15/2018 |
MLK
Holiday |
Quality Control (GCC package) |
HW1 Due |
Dinov |
R |
| 02: Reivew |
Simulation |
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HW2 |
| LM, GML |
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| 4 |
1/22/2018 |
genetic
data analysis
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genetic
data analysis
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Yang |
R |
| genetic
data analysis
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| 5 |
1/29/2018 |
Sci Viz |
Sci Viz |
HW2 Due |
Dinov |
R |
| 04: SciViz |
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HW3 |
| SOCR, Excel, R |
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| Network Vis, Workflows |
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| 6 |
2/5/2018 |
Timeseries Analysis |
Timeseries Analysis |
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Dinov |
R |
| Timeseries Analysis |
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| 7 |
2/12/2018 |
Prediction and Classificaiton |
Prediction and Classificaiton |
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Dinov |
R |
| Prediction and Classificaiton |
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| 8 |
2/19/2018 |
Factor analysis |
Factor analysis |
HW3 Due |
Buu |
SAS |
| multivariate analysis |
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| behavioral
research |
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| 9 |
2/26/2018 |
Winter
Break |
Winter
Break |
Winter
Break |
Winter Break |
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| 10 |
3/5/2018 |
Principal
component analysis |
Principal
component analysis |
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Buu |
SAS |
| multivariate analysis |
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| behavioral
research |
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| 11 |
3/12/2018 |
Cluster
analysis |
Cluster
analysis |
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Buu |
SAS |
| multivariate analysis |
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HW4 |
| behavioral
research |
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| 12 |
3/19/2018 |
Missing Data |
Multiple Imputation |
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Ploutz-Snyder |
Stata (most likely) or R |
| 08: Missing Data |
Theory behind MI |
Hand's-on with Stata (or R) |
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Assessments
emphasizng the "why" of MI, and interpreting
statistical output from Stata (or R). Students not expected to
code-from-scratch |
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Assign term paper |
| 13 |
3/26/2018 |
Cross-validation |
Cross-validation |
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Dinov |
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| Crossval/Prediction |
Prediction |
Prediction |
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| ML |
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| 14 |
4/2/2018 |
Cross-validation |
Cross-validation |
HW4 Due |
Dinov |
R |
| Crossval/Prediction |
Prediction |
Prediction |
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| ML |
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| 15 |
4/9/2018 |
LASSO regression |
Research Project Presentations |
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Dinov/Others/? |
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| Research Project Presentations |
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3x30-min |
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| 3x3x30-min |
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| 16 |
4/16/2018 |
Research Project Presentations |
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Term Paper Due |
Dinov |
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| Research Project Presentations |
3x30-min |
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| 3x3x30-min |
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| Place: SNB1240 |
http://www.socr.umich.edu/people/dinov/2018/Winter/HS853/Syllabus.html |
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