On micromodes in Bayesian posterior distributions and their implications for MCMC

Sanket Agrawal, Sebastiano Grazzi, Gareth O. Roberts

We investigate the existence and severity of local modes in posterior distributions from Bayesian analyses. These are known to occur in posterior tails resulting from heavy-tailed…