Deep Neural Networks Are Effective At Learning High-Dimensional Hilbert-Valued Functions From Limited Data

Ben Adcock, Simone Brugiapaglia, Nick C. Dexter, Sebastian Moraga

Abstract: The accurate approximation of scalar-valued functions from sample points is a key task in mathematical modelling and computational science. Recently, machine learning techniques based on Deep Neura...