SNR 610
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Mixed Effects Models
Welcome!
Introduction
1
Intro to R, Projects, and Quarto
Assignment 1
Readings 1
The Central Limit Theorem and confidence intervals
2
Exploring the CLT
Supplementary Readings
Introduction to Models
3
Linear Models
4
Model Selection and multi-model inference
5
Generalized Linear models
6
Zero inflation and overdispersion
Mixed Effects Models
7
Example of mixed effects models
8
Mixed Models in glmmTMB
9
GAM’s vs GLM’s
10
Last assignment
11
Bayesian thinking with likelihood in R
References
12
Slideshows
Appendices
A
Installing R and RStudio
B
Data Wrangling
C
Shiny App Example
D
Functions
Mixed Effects Models
mixed-effects
random-effects
hierarchical-models
Check the slideshows and both assignments in this section.
6
Zero inflation and overdispersion
7
Example of mixed effects models