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Yamaguchi, Kazuhiro; Zhang, Jihong – Journal of Educational Measurement, 2023
This study proposed Gibbs sampling algorithms for variable selection in a latent regression model under a unidimensional two-parameter logistic item response theory model. Three types of shrinkage priors were employed to obtain shrinkage estimates: double-exponential (i.e., Laplace), horseshoe, and horseshoe+ priors. These shrinkage priors were…
Descriptors: Algorithms, Simulation, Mathematics Achievement, Bayesian Statistics