variani/awesome-mixed-models

A (not yet) curated list of awesome Linear Mixed Model resources

Awesome Mixed Models

A curated list of awesome linear mixed model references, tutorials, tools. Inspired by awesome-machine-learning.

Table of Contents

• Tutorials
• Tools
  • Genomics

Tutorials

• Introduction to mixed models with R by Dae-Jin Lee.
• Statistical Modeling and Mixed Models with R + pdf by Henrik Singmann
• Workshop exercises on regression, GLMs, mixed-effects models, and GLMMs in R by Sean Anderson
• Article A brief introduction to mixed effects modelling and multi-model inference in ecology

Tools

• lme4: Mixed-effects models in R
  • vignette Computational methods for mixed models (pdf)

Genomics

Tools developed in Genomics.

• GridLMM R package: preprint
• Sci-LMM, paper Estimating variance components in population scale family trees