Laplace Approximations for Mixed-Effects and Gaussian Process Quantile Regression

Andrea Nava, Fabio Sigrist

Laplace approximations are a standard tool for computationally efficient inference in latent Gaussian models, but they fail for quantile regression with the asymmetric Laplace like…