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L13.1: Intro to Generalized Linear Mixed Models
Overview
GEEs, LMMs, and GLMMs
The LMM Model
GEEs, LMMs, and GLMMs
The LMM Model
The LMM Model Assumptions
Generalized Linear Mixed Models
The GLMM Model Assumptions
The GLMM Model
Example: Continuous Response
Example: Logistic Model
Example: Poisson Model
Estimation for GLMMs
Notes about GLMMs
Sound check and introduction
Answers to Assignments Lecture 8
Break 1: Tasmanian Devil gifs
LMM Lecture Overview
Why use Linear Mixed Models
The Data Set used during the Lecture
Building a basic linear model
Introducing Random Effects
LMMs in R using lmer
Understanding the Output of a Linear Mixed Model
Significance of Linear Mixed Model Predictor Variables
Random Slopes versus Random Intercepts
Lecture Overview
Break 2: Honey Badger gifs
Example: LMMs for QTL analysis in the Berlin Fat Mouse
Questions and Outro