hierarchical-models

Community

Master hierarchical Bayesian models.

Authorchoxos
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Patterns and workflows for hierarchical/multilevel Bayesian modeling, including random effects, partial pooling, and centered vs non-centered parameterizations.

Core Features & Use Cases

  • Structured parameterizations for centered and non-centered approaches in Stan and JAGS.
  • Guidance for modeling nested/grouped data and meta-analytic contexts with study-level variation.
  • Diagnostics considerations and classic examples (e.g., the Eight Schools).

Quick Start

Run an eight-schools example in Stan to observe centering effects on group estimates.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: hierarchical-models
Download link: https://github.com/choxos/BiostatAgent/archive/main.zip#hierarchical-models

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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