Variable selection in parametric and semiparametric models

Since the proposal of the least absolute shrinkage and selection operator (LASSO) (Tibshirani, 1996) and the smoothly clipped absolute deviation (SCAD) method (Fan and Li, 2001), there have been extensive developments on model selection based on penalized log-likelihood and the computational issues...

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Bibliographic Details
Main Author: Lin, Bingqing
Other Authors: School of Physical and Mathematical Sciences
Format: Thesis
Language:English
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/10356/55280