35 citations · 70 across the 16 of their papers we have counts for
3 papers · 1 filter
Joint Posterior Inference for Latent Gaussian Models with R-INLA
Cristian Chiuchiolo, Janet van Niekerk, Haavard Rue
Efficient Bayesian inference remains a computational challenge in hierarchical models. Simulation-based approaches such as Markov Chain Monte Carlo methods are still popular but ha…
Low-rank variational Bayes correction to the Laplace method
Janet van Niekerk, Haavard Rue
Approximate inference methods like the Laplace method, Laplace approximations and variational methods, amongst others, are popular methods when exact inference is not feasible due…
Smart Gradient -- An Adaptive Technique for Improving Gradient Estimation
Esmail Abdul Fattah, Janet Van Niekerk, Haavard Rue
Computing the gradient of a function provides fundamental information about its behavior. This information is essential for several applications and algorithms across various field…