Variable selection for high-dimensional generalized varying-coefficient models

In this paper, we consider the problem of variable selection for high-dimensional generalized varying-coefficient models and propose a polynomial-spline based procedure that simultaneously eliminates irrelevant predictors and estimates the nonzero coefficients. In a ``large , small " setting, w...

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Bibliographic Details
Main Author: Lian, Heng
Other Authors: School of Physical and Mathematical Sciences
Format: Article
Language:English
Published: 2013
Subjects:
Online Access:https://hdl.handle.net/10356/95821
http://hdl.handle.net/10220/11777
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Institution: Nanyang Technological University
Language: English