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  • 标题:Asymptotics of a clustering criterion for smooth distributions
  • 本地全文:下载
  • 作者:Karthik Bharath ; Vladimir Pozdnyakov ; Dipak K. Dey
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2013
  • 卷号:7
  • 页码:1078-1093
  • DOI:10.1214/13-EJS801
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:We develop a clustering framework for observations from a population with a smooth probability distribution function and derive its asymptotic properties. A clustering criterion based on a linear combination of order statistics is proposed. The asymptotic behavior of the point at which the observations are split into two clusters is examined. The results obtained can then be utilized to construct an interval estimate of the point which splits the data and develop tests for bimodality and presence of clusters.
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