Bayesian inverse problems with $l_1$ priors: a Randomize-then-Optimize approach

Zheng Wang, Johnathan M. Bardsley, Antti Solonen +2

Prior distributions for Bayesian inference that rely on the $l_1$-norm of the parameters are of considerable interest, in part because they promote parameter fields with less regul…