Laplace approximation for fast Bayesian inference in generalized additive models based on penalized regression splines

Oswaldo Gressani, Philippe Lambert

Generalized additive models (GAMs) are a well-established statistical tool for modeling complex nonlinear relationships between covariates and a response assumed to have a conditio…