首页    期刊浏览 2024年11月30日 星期六
登录注册

文章基本信息

  • 标题:An Invariance Principle for Polytopes
  • 本地全文:下载
  • 作者:Prahladh Harsha ; Adam Klivans ; Raghu Meka
  • 期刊名称:Electronic Colloquium on Computational Complexity
  • 印刷版ISSN:1433-8092
  • 出版年度:2009
  • 卷号:2009
  • 出版社:Universität Trier, Lehrstuhl für Theoretische Computer-Forschung
  • 摘要:

    Let X be randomly chosen from −11n , and let Y be randomlychosen from the standard spherical Gaussian on \Rn. For any (possibly unbounded) polytope Pformed by the intersection of k halfspaces, we prove that PrXP−PrYPlog85k where isa parameter that is small for polytopes formed by the intersection of ``regular'' halfspaces (i.e., halfspaces with low influence). The novelty of our invariance principle is the polylogarithmic dependence on k. Previously, only bounds that were at least linear in k were known.

    We give two important applications of our main result:

    \begin{itemize}\item A bound of logO(1)k16 on the Boolean noisesensitivity of intersections of k ``regular'' halfspaces (previouswork gave bounds linear in k). This gives a corresponding agnostic learning algorithm for intersections of regular halfspaces.\item A pseudorandom generator (PRG) with seed length O(logn\poly(logk1)) that -fools {\em all} polytopes with k faces with respect to the Gaussian distribution. \end{itemize}

    We also obtain PRGs with similar parameters that fool polytopes formed by intersection of regular halfspaces over the hypercube. Using our PRG constructions, we obtain the first deterministic quasi-polynomial time algorithms for approximately counting the number of solutions to a broad class of integer programs, including dense covering problems and contingency tables.

  • 关键词:Analysis of Boolean Functions; Approximate Counting; convex sets; Gaussian Space; Integer Programs; intersections of halfspaces; Invariance Principles; polytopes; pseudorandom generators
国家哲学社会科学文献中心版权所有