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文章基本信息

  • 标题:Selection consistency of EBIC for GLIM with non-canonical links and diverging number of parameters
  • 作者:Zehua Chen ; Shan Luo
  • 期刊名称:Statistics and Its Interface
  • 印刷版ISSN:1938-7989
  • 电子版ISSN:1938-7997
  • 出版年度:2013
  • 卷号:6
  • 期号:2
  • 页码:275-284
  • DOI:10.4310/SII.2013.v6.n2.a10
  • 出版社:International Press
  • 摘要:In this article, we investigate the properties of the EBIC in variable selection for generalized linear models with noncanonical links and a diverging number of parameters in ultra-high dimensional feature space. The selection consistency of the EBIC in this situation is established under moderate conditions. The finite sample performance of the EBIC coupled with a forward selection procedure is demonstrated through simulation studies and a real data analysis.
  • 关键词:extended BIC; generalized linear model; non-canonical links; selection consistency; variable selection
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