MCMC Algorithms for Computational UQ of Nonnegativity Constrained Linear Inverse Problems

In many inverse problems, a nonnegativity constraint is natural. Moreover, in some cases, we expect the vector of unknown parameters to have zero components. When a Bayesian approach is taken, this...