PubH 8452 Longitudinal Data Analysis (Spring 2006)

Class Information

Lecture Notes

  1. Introduction (1)
  2. Exploratory Data Analysis (2 hrs)
  3. General Linear Models (3 hrs)
  4. General Linear Models: Case Study (2 hrs)
  5. Linear Mixed Models (2 hrs)
  6. Linear Mixed Models: Case Study (2 hrs)
  7. Generalized Linear Models, Quasi-likelihood and Estimating Functions (4 hrs)
  8. GEE Variants and Case Studies (3 hrs)
  9. Likelihood Models for Repeated Binary Data (2 hrs)
  10. Modeling Approaches: Marginal, Random Effects and Transition Models (2 hrs)
  11. Generalized Linear Mixed Models (5 hrs)
  12. Transition Models and Marginalized Models (1 hr)
  13. Time-Dependent Variables (2 hrs)
  14. Missing Data in Longitudinal Studies (2 hrs)

Data Sets

data/tlc.txt Treatment of Lead-Exposed Children Trial (TLC)
data/ICHS.dat Indonesian Children Health Study (ICHS)
data/xover1.data Two-Period Crossover Trial
data/xover3.data Three-Period Crossover Trial
data/tera.dat Teratology Data
data/seize.data Epileptic Seizure Data
data/orthodontic.dat Orthodontic Data
data/cd4.dat CD4 Count Data
data/panss.data Schizophrenia Trial Data

Homework Assignments

Projects

Links

Software

R and S-PLUS

SAS

Others

I haven't tried any of these.