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Volume distribution and the geometry of high-dimensional random polytopes.

机译:高维随机多聚体的体积分布和几何形状。

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摘要

This thesis is based on three papers on selected topics in Asymptotic Geometric Analysis.The second paper is about volume distribution in convex bodies. The first main result is about convex bodies that are (i) symmetric with respect to each of the coordinate hyperplanes and (ii) in isotropic position. We prove that most linear functionals acting on such bodies exhibit super-Gaussian tail-decay. Using known facts about the mean-width of such bodies, we then deduce strong lower bounds for the volume of certain caps. We also prove a converse statement. Namely, if an arbitrary isotropic convex body (not necessarily satisfying the symmetry assumption (i)) exhibits similar cap-behavior, then one can bound its mean-width.The third paper is about random polytopes generated by sampling points according to multiple log-concave probability measures. We prove related estimates for random determinants and give applications to several geometric inequalities these include estimates on the volume-radius of random zonotopes and Hadamard's inequality for random matrices.The first paper is about the volume of high-dimensional random polytopes in particular, on polytopes generated by Gaussian random vectors. We consider the question of how many random vertices (or facets) should be sampled in order for such a polytope to capture significant volume. Various criteria for what exactly it means to capture significant volume are discussed. We also study similar problems for random polytopes generated by points on the Euclidean sphere.
机译:本文是基于三篇关于渐近几何分析的专题论文。第二篇论文是关于凸体中体积分布的。第一个主要结果是关于(i)相对于每个坐标超平面对称的(ii)在各向同性位置的凸体。我们证明,作用在此类物体上的大多数线性官能团均表现出超高斯尾衰变。利用有关此类物体平均宽度的已知事实,我们可以得出某些瓶盖体积的下界。我们还证明了相反的说法。也就是说,如果任意一个各向同性的凸体(不一定满足对称性假设(i))表现出相似的上限行为,则可以限制其均值宽度。第三篇论文是关于通过根据多个log-凹概率测度。我们证明了随机行列式的相关估计,并应用了几个几何不等式,包括对随机带状带的体积半径的估计和对随机矩阵的Hadamard不等式的研究。第一篇论文是关于高维随机多面体的体积,特别是多面体由高斯随机向量生成。我们考虑的问题是,应该采样多少个随机顶点(或构面),以使这种多面体捕获大量体积。讨论了各种不同的标准,这些标准确切地意味着捕获大量数据。我们还研究了由欧几里得球上的点生成的随机多表位的类似问题。

著录项

  • 作者

    Pivovarov, Peter.;

  • 作者单位

    University of Alberta (Canada).;

  • 授予单位 University of Alberta (Canada).;
  • 学科 Statistics.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 108 p.
  • 总页数 108
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 老年病学;
  • 关键词

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