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Generalized Models

Oct 29, 2025

Score and Information - GLMMs

This post is just a catch-all for my derivations for my score test project. Our set-up is as follows. We have $n$ observations coming from $k$ different clusters, each of...

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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