Longitudinal Course Material

• Part 1: Introduction and Linear Mixed Model
  • Course Notes ----- Overview of Issues

  • Course Notes ----- LDA: Linear Mixed Model
    • LDAchapter.pdf --- chapter from van Belle, Fisher, Heagerty and Lumley (2002).
    • Littell-StatMed2000.pdf --- article on choice of covariance for LMM

• Part 2: Generalized Estimating Equations (GEE)
  • Course Notes ----- LDA: Generalized Estimating Equations
    • geepack-paper.pdf --- article on GEE package for R

• Part 3: Pre-Post Analysis / Mean Models
  • Course Notes ----- Analysis of Pre-Post data, and models for means over time

• Part 4: Missing Data
  • Course Notes ----- Analysis of data with drop-out / attrition
    • Niaura (2002) - Table 5

    • panss-ipw-do.txt
    • panss-ipw-log.txt

    • panss-pmm-do.txt
    • panss-pmm-log.txt

• Part 5: Time-dependent Covariates
  • Course Notes ----- Analysis with Time-dependent covariates: Concepts and Estimation

  • Course Notes ----- Analysis with Time-dependent covariates: Extensions

• Tutorial Material

  • CF and Pulmonary Function

  • Carpal Tunnel Surgical Trial

  • MACS: viral load and CD4

  • HIVNET Informed Consent Study

  • Seizure Data: Progabide Study

  • USRDS: epo and hematocrit

  • Maternal Stress and Childhood Morbidity