Statistical topics

  • Linear models
    • simple linear regression
    • ANOVA / ANCOVA
    • model selection
    • matrix formulation of regression
  • Maximum likelihood estimation
  • Generalized linear models (GLM’s)
    • Bernoulli / Poisson / Gamma etc. links
  • Dependent data
    • times-series
    • spatial correlations
    • generalized least squares (gls)
  • (Generalized) mixed models ([G]LMM’s)

R topics

  • Linear modeling functions lm, glm, nlme, lmer
  • optim