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  • 标题:On Methods Controlling the False Discovery Rate
  • 本地全文:下载
  • 作者:Sanat K. Sarkar Temple University, Philadelphia, PA, USA
  • 期刊名称:Sankhya. Series A, mathematical statistics and probability
  • 印刷版ISSN:0976-836X
  • 电子版ISSN:0976-8378
  • 出版年度:2008
  • 卷号:70
  • 期号:02
  • 页码:135--168
  • 出版社:Indian Statistical Institute
  • 摘要:A great upsurge in research has taken place during the last decade or so in the area of multiple testing due to its increased relevance in modern scien- tific investigations. A major portion of this research has been devoted to developing methods that control error rates more meaningful as well as pow- erful than traditional ones in the context of these investigations. The error rates measuring false discovery proportion, particulary the false discovery rate (FDR), and procedures controlling them have received the most atten- tion. This article relates specifically to the FDR and is written with two basic objectives: (i) To put together some important developments in theory and methodology of the FDR with finite number of hypotheses and report them with newer formulas, proofs and insights, and (ii) to develop an error rate extending the FDR to one that directly incor- porates dependence among the test statistics and methods that control it.
  • 关键词:Adpative BH methods, BH method, BY method, false non-discovery rate, pair-wise FDR, positive dependence, multivariate totally positive of order two, stepwise multiple testing methods
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