Regularization of Ill-Posed Problems with Non-negative Solutions

Abstract

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 entropyminimization or constraints, and iterative methods involving projections or nonnegativity- preserving multiplicative updates. We summarize known results and point out some open problems.