Representation, Approximation and Learning of Submodular Functions Using Low-rank Decision Trees

Vitaly Feldman, Pravesh Kothari, Jan Vondrák

Abstract: We study the complexity of approximate representation and learning of submodular functions over the uniform distribution on the Boolean hypercube {0,1}^n. Our main result is the following structura...