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作者:

Li, Xuejing (Li, Xuejing.) | Li, Gaorong (Li, Gaorong.) (学者:李高荣) | Yang, Suigen (Yang, Suigen.)

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EI Scopus

摘要:

In this article, we study a general single-index model with diverging number of predictors by using the adaptive Elastic-Net inverse regression method. The proposed method not only can estimate the direction of index and select important variables simultaneously, but also can avoid to estimate the unknown link function through nonparametric method. Under some regularity conditions, we show that the proposed estimators enjoy the so-called oracle property. © 2011 Springer-Verlag Berlin Heidelberg.

关键词:

Estimation Inverse problems Regression analysis

作者机构:

  • [ 1 ] [Li, Xuejing]College of Applied Sciences, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Li, Gaorong]College of Applied Sciences, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Yang, Suigen]College of Applied Sciences, Beijing University of Technology, Beijing 100124, China

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来源 :

ISSN: 1867-5662

年份: 2011

卷: 100

页码: 509-516

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

近30日浏览量: 2

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