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Jun 4, 2025

Generalized Linear Mixed Models

This post is a primer on generalized linear mixed models (GLMM) and their associated estimation procedures. Throughout this post, we perform derivatives of matrices, vectors, and scalars. We denote all...

Jun 3, 2025

Generalized Linear Models

This post is a primer on generalized linear models and their associated estimation procedures. Set-Up Let’s assume we have covariate matrix, $\mathbf{X}$, response vector $\mathbf{y}$, and parameter (coefficient) vector, $\beta$,...

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