Weakly learning DNF and characterizing statistical query learning using Fourier analysis 论文

1994引用 264
Machine Learning and AlgorithmsAlgorithms and Data Compressionsemigroups and automata theory

摘要

We present new results, both positive and negative, on the well-studied problem of learning disjunctive normal form (DNF) expressions. We first prove that an algorithm due to Kushilevitz and Mansour ysis of a finite class of boolean functions 011 the hypercube. 1