Fitting latent non-Gaussian models using variational Bayes and Laplace approximations

Rafael Cabral, David Bolin, Håvard Rue

Latent Gaussian models (LGMs) are perhaps the most commonly used class of models in statistical applications. Nevertheless, in areas ranging from longitudinal studies in biostatist…