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An improved bound on â„“q\ell_q norms of noisy functions

Published 6 Oct 2020 in cs.IT and math.IT | (2010.02721v1)

Abstract: Let TϵT_{\epsilon}, 0≤ϵ≤1/20 \le \epsilon \le 1/2, be the noise operator acting on functions on the boolean cube 0,1<sup>n{0,1}<sup>n. Let ff be a nonnegative function on 0,1<sup>n{0,1}<sup>n and let q≥1q \ge 1. In arXiv:1809.09696 the ℓq\ell_q norm of TϵfT_{\epsilon} f was upperbounded by the average ℓq\ell_q norm of conditional expectations of ff, given sets whose elements are chosen at random with probability λ\lambda, depending on qq and on ϵ\epsilon. In this note we prove this inequality for integer q≥2q \ge 2 with a better (smaller) parameter λ\lambda. The new inequality is tight for characteristic functions of subcubes. As an application, following arXiv:2008.07236, we show that a Reed-Muller code CC of rate RR decodes errors on BSC(p)\mathrm{BSC}(p) with high probability if [ R ~<~ 1 - \log_2\left(1 + \sqrt{4p(1-p)}\right). ] This is a (minor) improvement on the estimate in arXiv:2008.07236.

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