  This survey reviews variational and iterative methods for reconstructing
non-negative solutions of ill-posed problems in infinite-dimensional spaces. We
focus on two classes of methods: variational methods based on
entropy-minimization or constraints, and iterative methods involving
projections or non-negativity-preserving multiplicative updates. We summarize
known results and point out some open problems.
