140.656.01 - Fourth Term 2009 MULTILEVEL STATISTICAL MODELS IN PUBLIC HEALTH Johns Hopkins Bloomberg School of Public Health

LECTURES

Audio Recordings of 2009 Lectures

Audio Recordings of 2008 Lectures

Bridge to 656 (MLM) from 655 (LDA)

1. Introduction to Multi-level models
   Reading: Bingenheimer 2004 Ann Rev Public Health
   
   
2. The two stage normal-normal model
   Reading: Goldstein 1996
   
   
3. Linear random intercept models
   Reading: DerSimonian and Laird 1986
   
   
4. Linear models with random intercept and slope
   Reading: Goldstein 1993
   
   
   
5. Three Levels variance component models for continuous outcomes
   Reading: Flay 1995
   Extra lecture: Random effects models for non-nested clusters
   
   
6. Applications of Multilevel Models for continuous data to the National Morbidity Mortality Air Pollution study
   Reading: Dominici et al. 2006 JAMA, Dominici et al. 2003 EHP, Takkouche 1999, Everson and Morris 2000
   
   
7. Logistic Regression with Random intercept
   Reading: DeBacker 1998
   
   
8. Applications of Multilevel Models for binary data to Profiling of Health Care Providers
   Reading: Hofer et al. 1999 JAMA, Normand et al. 1997 JASA, Cho 2003
   
   
   
9. Three levels Logistic Random Intercept Model Cross-level interaction Review
   Reading: Rodriguez 2001
   
   Course Review
   
   
10. Marginal vs. RE models and Ordinal responses - Guest Lecture (Dr. Griswold)
    
    
11. Poisson regression with random intercept and slope
    
    
12. Applications of Multilevel models for count data to disease mapping