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文章基本信息

  • 标题:Spatial-sign based high-dimensional location test
  • 本地全文:下载
  • 作者:Long Feng ; Fasheng Sun
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2016
  • 卷号:10
  • 期号:2
  • 页码:2420-2434
  • DOI:10.1214/16-EJS1176
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:In this paper, we consider the problem of testing the mean vector in the high-dimensional settings. We proposed a new robust scalar transform invariant test based on spatial sign. The proposed test statistic is asymptotically normal under elliptical distributions. Simulation studies show that our test is very robust and efficient in a wide range of distributions.
  • 关键词:Asymptotic normality;high-dimensional data, large p;small n;spatial median;spatial-sign test;scalar-invariance.
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