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  • 标题:Random Restrictions of High-Dimensional Distributions and Uniformity Testing with Subcube Conditioning
  • 本地全文:下载
  • 作者:Clement Canonne ; Xi Chen ; Gautam Kamath
  • 期刊名称:Electronic Colloquium on Computational Complexity
  • 印刷版ISSN:1433-8092
  • 出版年度:2019
  • 卷号:2019
  • 页码:1-40
  • 出版社:Universität Trier, Lehrstuhl für Theoretische Computer-Forschung
  • 摘要:

    We give a nearly-optimal algorithm for testing uniformity of distributions supported on − 1 1 n , which makes O ( n 2 ) queries to a subcube conditional sampling oracle (Bhattacharyya and Chakraborty (2018)). The key technical component is a natural notion of random restriction for distributions on − 1 1 n , and a quantitative analysis of how such a restriction affects the mean vector of the distribution. Along the way, we consider the problem of mean testing with independent samples and provide a nearly-optimal algorithm.

  • 关键词:distribution testing ; Property Testing ; random restrictions
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