HS 853 Fall'17 Weekly Topics |
Dates |
Monday |
Wednesday |
Friday |
1 |
9/4/2017 |
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 |
9/11/2017 |
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 |
9/18/2017 |
Heterogeneity of Treatment Effects (HTE) |
Comparative Effectiveness Research (CER) |
HW1 Due |
02: Reivew |
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Patient Centered Outcomes Research (PCOR) |
Generate 2 Case-Studies |
LM, GML, Machine Learning |
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QC Charts |
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4 |
9/25/2017 |
Mixed effects modeling |
Mixed effects modeling |
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03: HTE/CER |
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LGM, GMM |
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5 |
10/2/2017 |
Scientific Visualization |
Scientific Visualization |
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04: SciViz |
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SOCR, Excel, R |
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Network Vis, Workflows |
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6 |
10/9/2017 |
Sci Viz |
Sci Viz |
HW2 Due |
04: SciViz |
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QC
Charts and Mixed Effect Modeling |
SOCR, Excel, R |
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Network Vis, Workflows |
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7 |
10/16/2017 |
Fall
Study Day |
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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8 |
10/23/2017 |
BD Management |
BD Management |
HW3 Due |
05: Big Data |
BD Processing |
BD Processing |
ALS Case-Study |
GEE, SEM, GLMM |
BD Analytics and Inference |
BD Analytics and Inference |
Viz |
LGM, GMM |
SEM, GEE |
SEM, GEE |
Classification |
9 |
10/30/2017 |
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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 |
11/6/2017 |
Cross-validation |
Cross-validation |
Midterm |
06: PBDA |
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CrossVal, Prediction |
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11 |
11/13/2017 |
Timeseries Analysis |
Timeseries Analysis |
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07: Time-Series |
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12 |
11/20/2017 |
Missing Data |
Missing Data |
Thanksgiving
Day |
08: Missing Data |
Imputation, Propensity Scores |
Imputation, Propensity Scores |
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13 |
11/27/2017 |
Missing Data |
Missing Data |
HW4 Due |
08: Missing Data |
Imputation, Propensity Scores |
Imputation, Propensity Scores |
SEM, GEE, LGM Models |
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14 |
12/4/2017 |
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 |
12/11/2017 |
Research Project Presentations |
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Research Project Presentations |
3x30-min |
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3x3x30-min |
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Final |
12/18/2017 |
NA |
NA |
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Place: Schoo of Nursing Building
(SNB) 1250 |
URL:
http://www.socr.umich.edu/people/dinov/2017/Fall/HS853 |
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