An Optimal Weighted Least-Squares Method for Operator Learning

John Turnage, Matthew Lowery, John Jakeman +3

We consider the problem of learning an unknown, possibly nonlinear operator between separable Hilbert spaces from supervised data. Inputs are drawn from a prescribed probability me…