Learning smooth functions in high dimensions: from sparse polynomials to deep neural networks

Ben Adcock, Simone Brugiapaglia, Nick Dexter +1

Learning approximations to smooth target functions of many variables from finite sets of pointwise samples is an important task in scientific computing and its many applications in…