English

An improved bound on $\ell_q$ norms of noisy functions

Information Theory 2020-10-07 v1 math.IT

Abstract

Let TϵT_{\epsilon}, 0ϵ1/20 \le \epsilon \le 1/2, be the noise operator acting on functions on the boolean cube {0,1}n\{0,1\}^n. Let ff be a nonnegative function on {0,1}n\{0,1\}^n and let q1q \ge 1. In arXiv:1809.09696 the q\ell_q norm of TϵfT_{\epsilon} f was upperbounded by the average q\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 q2q \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 < 1log2(1+4p(1p)). R ~<~ 1 - \log_2\left(1 + \sqrt{4p(1-p)}\right). This is a (minor) improvement on the estimate in arXiv:2008.07236.

Keywords

Cite

@article{arxiv.2010.02721,
  title  = {An improved bound on $\ell_q$ norms of noisy functions},
  author = {Alex Samorodnitsky},
  journal= {arXiv preprint arXiv:2010.02721},
  year   = {2020}
}