To MCMC or not to MCMC: Evaluating non-MCMC methods for Bayesian penalized regression

Florian D. van Leeuwen, Sara van Erp

Markov Chain Monte Carlo (MCMC) sampling is computationally expensive, especially for complex models. Alternative methods make simplifying assumptions about the posterior to reduce…