Variable selection for high-dimensional varying coefficient partially linear models via nonconcave penalty

In this paper, we consider the problem of simultaneous variable selection and estimation for varying-coefficient partially linear models in a “small n , large p ” setting, when the number of coefficients in the linear part diverges with sample size while the number of varying coefficients is fixed....

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Bibliographic Details
Main Authors: Hong, Zhaoping, Hu, Yuao, Lian, Heng
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2013
Subjects:
Online Access:https://hdl.handle.net/10356/103043
http://hdl.handle.net/10220/16889
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Institution: Nanyang Technological University
Language: English