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Theoretical Framework for Bayesian Hierarchical 2PLM with ADVI
Statistical Methods and Data Analysis

Theoretical Framework for Bayesian Hierarchical 2PLM with ADVI

This article discusses a Bayesian hierarchical framework for the Two-Parameter Logistic (2PL) Item Response Theory (IRT) model. By introducing hierarchical priors for both respondent abilities and item parameters, this method offers a detailed perspective on latent traits. Additionally, the use of Automatic Differentiation Variational Inference (ADVI) makes the approach scalable …