EM-INLA fits Bayesian hierarchical quantile regression with closed-form EM steps and INLA's fast Gaussian approximations, plus a sandwich correction for calibrated intervals.
Bayesian Analysis 8, 479–504
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Scalable Bayesian Quantile Regression via EM and INLA: The EM-INLA Algorithm
EM-INLA fits Bayesian hierarchical quantile regression with closed-form EM steps and INLA's fast Gaussian approximations, plus a sandwich correction for calibrated intervals.