Topic 3 - Regression, Regression, Regression (and Likelihoods)
  • Lectures
    • Lecture 11: ANOVA and linear regression
    • Lecture/Lab 12: Matrix solutions for regression
    • Lecture 13: Generalized linear models (GLM)
    • Lecture 14: Likelihoods and maximum likelihood estimation
    • Lecture 15: Time series and dependent data
    • Lecture 15b: Spatial correlations
    • Lecture/Lab 16: Mixed effects models
  • Labs
    • Lab 8: ANOVA and Regression
    • Lab 9: MLE for mixed distribution
    • Lab 10: MLE for logistic regression
    • Lab 11: GLM and model selection

Lecture 13: Generalized Linear Models

BIOL709 / Winter 2018

(click here for pdf versions of lectures)

Motivation

Binomial GLM

Sole data

Visualization

Modeling

Poisson GLM