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Hypercontractive Inequality for Pseudo-Boolean Functions of Bounded Fourier Width

Discrete Mathematics 2012-12-04 v3 Computational Complexity Data Structures and Algorithms

Abstract

A function f: {1,1}nRf:\ \{-1,1\}^n\rightarrow \mathbb{R} is called pseudo-Boolean. It is well-known that each pseudo-Boolean function ff can be written as f(x)=IFf^(I)χI(x),f(x)=\sum_{I\in {\cal F}}\hat{f}(I)\chi_I(x), where F{I: I[n]}{\cal F}\subseteq \{I:\ I\subseteq [n]\}, [n]={1,2,...,n}[n]=\{1,2,...,n\}, and χI(x)=iIxi\chi_I(x)=\prod_{i\in I}x_i and f^(I)\hat{f}(I) are non-zero reals. The degree of ff is max{I: IF}\max \{|I|:\ I\in {\cal F}\} and the width of ff is the minimum integer ρ\rho such that every i[n]i\in [n] appears in at most ρ\rho sets in F\cal F. For i[n]i\in [n], let xi\mathbf{x}_i be a random variable taking values 1 or -1 uniformly and independently from all other variables xj\mathbf{x}_j, ji.j\neq i. Let x=(x1,...,xn)\mathbf{x}=(\mathbf{x}_1,...,\mathbf{x}_n). The pp-norm of ff is fp=(E[f(x)p])1/p||f||_p=(\mathbb E[|f(\mathbf{x})|^p])^{1/p} for any p1p\ge 1. It is well-known that fqfp||f||_q\ge ||f||_p whenever q>p1q> p\ge 1. However, the higher norm can be bounded by the lower norm times a coefficient not directly depending on ff: if ff is of degree dd and q>p>1q> p>1 then fq(q1p1)d/2fp. ||f||_q\le (\frac{q-1}{p-1})^{d/2}||f||_p. This inequality is called the Hypercontractive Inequality. We show that one can replace dd by ρ\rho in the Hypercontractive Inequality for each q>p2q> p\ge 2 as follows: fq((2r)!ρr1)1/(2r)fp, ||f||_q\le ((2r)!\rho^{r-1})^{1/(2r)}||f||_p, where r=q/2r=\lceil q/2\rceil. For the case q=4q=4 and p=2p=2, which is important in many applications, we prove a stronger inequality: f4(2ρ+1)1/4f2. ||f||_4\le (2\rho+1)^{1/4}||f||_2.

Keywords

Cite

@article{arxiv.1106.1049,
  title  = {Hypercontractive Inequality for Pseudo-Boolean Functions of Bounded Fourier Width},
  author = {Gregory Gutin and Anders Yeo},
  journal= {arXiv preprint arXiv:1106.1049},
  year   = {2012}
}
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