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Learning sparse Boolean polynomials

Published • Oct 1, 2012
Authors:
Sahand Negahban
,
Devavrat Shah

Abstract

We are given a Boolean function f : {-1,1} n → R that can be written as a sparse linear combination of s polynomials. The Junta problem cf. [1] is an instance of such a setting. Our goal is to learn the function f by accessing its values at randomly sampled m elements from {-1, l} n . In this paper,...

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