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Non-asymptotic theory of random matrices

Non-asymptotic theory of random matrices
随机矩阵的非渐近理论
批准号:
1111318
负责人:
Mark Rudelson
金额:
$11.35万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2010
资助国家:
美国
项目状态:
已结题
起止时间:
2010-08-31 至 2013-07-31

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中文摘要
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英文摘要
This project focuses on spectral properties of random matrices of a large size. A random matrix is used to model a typical behavior in many problems arising in high-dimensional convexity, functional analysis, as well as in physics and computer science. In all these areas the size of a matrix, i.e. the available number of degrees of freedom is very large, but fixed. This project aims to investigate the spectral phenomena which arise with high probability, and obtain explicit probability bounds. One of the central questions here is evaluation of the probability that a large random matrix is non-singular, and obtaining quantitative characteristics of non-singularity. To this end, the project brings into play a wide array of tools, ranging from classical probability, to asymptotic geometric analysis, and additive combinatorics.The theory of random matrices is currently undergoing a period of rapid development. In a large part this is due to the demand for explicit probabilistic estimates arising in various problems of computer science and engineering. This includes, among others, the wireless communication, where random matrices are used to model interactions between antennas and obstacles on the ground. The study of random matrices is also of importance for internet privacy protection, since certain kinds of random matrices became tools of choice in constructing hacking algorithms. The project will develop explicit quantitative spectral bounds, which are required for the aforementioned problems.
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会议论文
Non-Asymptotic Random Matrix Theory and Random Graphs
Non-Asymptotic Approach in Random Matrix Theory
Non-Asymptotic Random Matrix Theory and Geometric Functional Analysis
Random matrices and geometric functional analysis
国内基金
海外基金
带PML的高波数散射问题的数值方法研究
  • 批准号:
    11071116
  • 项目类别:
    面上项目
  • 资助金额:
    25.0万元
  • 批准年份:
    2010
  • 负责人:
    武海军
  • 依托单位:
基于Riemann-Hilbert方法的相关问题研究
  • 批准号:
    11026205
  • 项目类别:
    数学天元基金项目
  • 资助金额:
    3.0万元
  • 批准年份:
    2010
  • 负责人:
    周建荣
  • 依托单位: