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MULTI-LEVEL MODELS
JOHNS HOPKINS BLOOMBERG SCHOOL OF PUBLIC HEALTH 2005 SUMMER INSTITUTE IN EPIDEMIOLOGY AND BIOSTATISTICS ONE-WEEK SHORT COURSE |
| Instructors: Francesca Dominici and Michael GRISWOLD |
| LECTURES: W4030 M-Tu-W-Th-Fr 10:30 am - 12:00 pm |
| Lecture Notes |
| 0. Course Information | [ppt] | [pdf] (2 slides / pg) | [pdf] (6 slides / pg) | ||
| 1. Statistical Background on Multi-level Models | [ppt] | [pdf] (2 slides / pg) | [pdf] (6 slides / pg) | ||
| 2. Bayesian Hierarchical Models | [ppt] | [pdf] (2 slides / pg) | [pdf] (6 slides / pg) | QUIZ [pdf] | |
| 3. An Example of a Two-Stage Model: NMMAPS Study | [ppt] | [pdf] (2 slides / pg) | [pdf] (6 slides / pg) | QUIZ [pdf] | |
| 4. Applications of Multi-level Models to Profiling of Health Care Providers | [ppt] | [pdf] (2 slides / pg) | [pdf] (6 slides / pg) | QUIZ [pdf] | |
| 5. Applications of Multi-level Models to Spatial Epidemiology | [ppt] | [pdf] (1 slides / pg) | [pdf] (6 slides / pg) | QUIZ [pdf] |
| Homework |
| Homework [.doc] |
| Useful Links |
| Link to Winbugs web site [click here] [Winbugs Movie] | ||
| Longitudinal Data Analysis course [click here] | ||
| Bayesian Methods course [click here] | ||
| Multilevel Statistical Models in Public Health course, by Professor Thomas Louis [click here] | ||
| GUIDE TO WEB-BASED RESOURCES FOR MULTILEVEL MODELING AND ANALYSIS [click here] | ||
| Centre for Multilevel Modelling [click here] | ||
| UCLA Stat Computing Portal: [click here] | ||
| University of York site on WinBUGS [click here] | ||
| Getting Started Session 1 by Gillian Raab [click here] | ||
| Getting Started Session 2 by Gillian Raab [click here] | ||
| Getting Started Session 3 by Gillian Raab [click here] | ||
| Judith Singer's webpage: [click here] | ||
| Google: [click here] |
| Reading List |
| References [pdf] | |
| Neighborhoods and Violent Crime: A Multilevel Study of Collective Efficacy, Sampson et al Science (1997), 277[pdf] | |
|
Effect of Neighborhood Social Participation on Individual Use of
Hormone Replacement Therapy and Antihypertensive Medication: A
Multilevel Analysis,
O'Campo P. American Journal of Epidemiology (2003), 157, 9-13 [pdf] |
|
| Statistical Methods for Profiling Providers of Medical Care: Issues and Applications. Normand S.L. et al Journal of American Statistical Association (1997), 92, 803-814 [pdf] | |
| The Unreliability of Individual Physician "Report Cards" for Assessing the Costs and Quality of Care of a Chronic Disease. Hofer, T.P. et al JAMA 1999, 281,2098-2105 [pdf] | |
| National Maps of the Effects of PM on Mortality: Exploring Geographical Variation. Dominici et al Environmental Health Perspectives 2003, 111, 1, 39-43 [pdf] | |
| Using SAS PROC MIXED to Fit Multilevel Models, Hierarchical Models and Individual Growth Models J. of Educational and Behavioral Statistics 1998, 24, 4, 323-335 [pdf] |