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Author:

Yang Yiping (Yang Yiping.) | Xue Liugen (Xue Liugen.) (Scholars:薛留根)

Indexed by:

CPCI-S

Abstract:

A high-dimensional partially linear model with longitudinal data is considered. We apply the SCAD penalty to simultaneously select significant variables and estimate unknown parameters. Under appropriate assumptions, the resulting estimators have the Oracle property and are asymptotically efficient.

Keyword:

Variable Selection Oracle Property Longitudinal Data SCAD Penalty

Author Community:

  • [ 1 ] [Yang Yiping]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Xue Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Yang Yiping]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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Source :

RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, VOLS I AND II

Year: 2009

Page: 661-667

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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