A Review of Linear Regression and some Basic Proofs for Lasso

The goal of this paper is to do some basic proofs for lasso and have a deep understanding of linear regression. In this paper, firstly I give a review of methods in linear regression, and most concerns with the method of lasso. Lasso for ¡®least absolute shrinkage and selection operator¡¯ is a regul...

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Bibliographic Details
Main Author: He, Shiquan
Other Authors: Zheyang Wu, Advisor
Format: Others
Published: Digital WPI 2010
Subjects:
Online Access:https://digitalcommons.wpi.edu/etd-theses/88
https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1087&context=etd-theses