| HS 853 Fall'16 Weekly Topics |
Dates |
Monday |
Wednesday |
Friday |
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| 1 |
9/5/2016 |
Labor Day |
Syllabus, Homepage |
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| Course Organization |
Gradebook, Expectations, HWs, Projects |
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| 01: R Foundations |
R Foundations |
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| 2 |
9/12/2016 |
R Environment |
Review |
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| Math, Matrix Algebra |
Simulation |
Multiple Linear Regression |
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| Simulation, Stats, Distributions |
Quality Control (GCC package) |
Mixed effects modeling |
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| Some Plots |
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| 3 |
9/19/2016 |
Patient Centered Outcomes Research (PCOR) |
Mixed effects modeling |
HW1 Due |
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| 02: Reivew |
Heterogeneity of Treatment Effects (HTE) |
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Generate 2 Case-Studies |
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| LM, GML, Machine Learning |
Comparative Effectiveness Research (CER) |
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| QC Charts |
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| 4 |
9/26/2016 |
Scientific Visualization |
Scientific Visualization |
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| 03: HTE/CER |
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| LGM, GMM |
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| 5 |
10/3/2016 |
Scientific Visualization |
Scientific Visualization |
HW2 Due |
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| 04: SciViz |
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QC Charts and Mixed Effect Modeling |
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| SOCR, Excel, R |
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| Network Vis, Workflows |
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| 6 |
10/10/2016 |
Sci Viz |
Sci Viz |
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| 04: SciViz |
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| SOCR, Excel, R |
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| Network Vis, Workflows |
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| 7 |
10/17/2016 |
Fall Study Day |
Sci Viz |
HW3 Due |
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| 04: SciViz |
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Group Project (Case-Studies review): Case-Study 1: The Cetuximab
Study; Case-Study 2:
The Rosiglitazone Study; Case-Study 3: The Nurses’ Health Study
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ALS Case-Study |
| SOCR, Excel, R |
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Viz |
| Network Vis, Workflows |
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Classificaiton |
| 8 |
10/24/2016 |
BD Management |
BD Management |
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| 05: Big Data |
BD Processing |
BD Processing |
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| GEE, SEM, GLMM |
BD Analytics and Inference |
BD Analytics and Inference |
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| LGM, GMM |
SEM, GEE |
SEM, GEE |
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| 9 |
10/31/2016 |
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Midterm |
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| 05: Big Data |
BD Analytics and Inference |
BD Analytics and Inference |
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| GEE, SEM, GLMM |
SEM, GEE |
SEM, GEE |
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| LGM, GMM |
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| 10 |
11/7/2016 |
Cross-validation |
Cross-validation |
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| 06: PBDA |
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| CrossVal, Prediction |
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| 11 |
11/14/2016 |
Timeseries Analysis |
Timeseries Analysis |
HW4 Due |
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| 07: Time-Series |
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SEM, GEE, LGM Models |
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| 12 |
11/21/2016 |
Missing Data |
Missing Data |
Thanksgiving Day |
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| 08: Missing Data |
Imputation, Propensity Scores |
Imputation, Propensity Scores |
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| 13 |
11/28/2016 |
Missing Data |
Missing Data |
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| 08: Missing Data |
Imputation, Propensity Scores |
Imputation, Propensity Scores |
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| 14 |
12/5/2016 |
Paper Review Presentations |
Paper Review Presentations |
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| Paper Review Presentations |
3x30-min |
3x30-min |
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| 09:Power Analysis Psychometrics |
Instrument Validation (Cronbach's alpha) |
ICC/Cronback's Alpha |
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| 15 |
12/12/2016 |
Research Project Presentations |
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| Research Project Presentations |
3x30-min |
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| 3x3x30-min |
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| Final |
12/19/2016 |
NA |
NA |
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| Place: Nursing Building 1250 |
URL:
http://www.socr.umich.edu/people/dinov/2016/Fall/HS853 |
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