Multi-Task Learning of Conditional Mean Operators: applications to dynamical systems and uncertainty quantification

Estimating conditional statistics and learning representations of a population of conditional distributions are central problems in many data-driven applications, including uncertainty quantification and dynamical systems analysis. Conditional mean operators (CMOs), a class of linear operators betwe