University of Minnesota

School of Public Health

Biostatistics Modeling and Methods

PubH 7402

Class notes



These are lecture notes for Spring 2008.
  • Course Intro
Part1 - 1/22 and 1/24
  • Simple Linear Regression
Part2 - 1/29 and 1/31
  • Multiple Linear Regression
Part3 - 2/5 and 2/7
  • Linear Regression Diagnostics
Part4 - 2/12 and 2/14
  • Logistic Regression
Part5 - 2/19 and 2/21
  • Logistic Regression Diagnostics
Part6 - 2/26 and 2/28
  • Poisson Regression & Diagnostics
Part7 - 3/4 and 3/6
  • Mixed Effects Models
Part8 - 3/25 handout
  • GEEs
Part9 - 3/27
  • Correlated Data Diagnostics
Part10 - 4/1 and 4/3
  • Longitudinal Data - Repeated Measures
Part11 - 4/8 dataset from lecture
  • Longitudinal Data - Hierarchical Models
Part12 - 4/10 dataset from lecture
  • Longitudinal Data - GEEs and Autocorrelation
Part13 - 4/15 and 4/17
  • Censored Data - Kaplan-Meier curves
Part14 - 4/22
  • Censored Data - Cox Models
Part15 - 4/24
  • Cox Model Diagnostics
Part16 - 4/29
  • Extended survival methods
Part17 - 5/1
  • Extended survival methods
Competing Risks Tutorial