A numerical study of penalized regression

In this thesis, we review important aspects and issues of multiple linear regression, in particular on the problem of multi-collinearity. The focus is on a numerical study of different methods of penalized regression, including the ridge regression, lasso regression and elastic net regression, as...

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Bibliographic Details
Main Author: Yu, Han
Other Authors: Wang, Xikui (Statistics)
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/1993/22080