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Author:

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

Indexed by:

EI Scopus

Abstract:

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.

Keyword:

Estimation Inverse problems Regression analysis

Author Community:

  • [ 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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Source :

ISSN: 1867-5662

Year: 2011

Volume: 100

Page: 509-516

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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