Performance of LASSO and Elastic net estimators in Misspecified Linear Regression Model

Ridge Estimator (RE) has been used as an alternative estimator for Ordinary Least Squared Estimator (OLSE) to handle multicollinearity problem in the linear regression model. However, it introduces heavy bias when the number of predictors is high, and it may shrink irrelevant regression coefficients...

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Bibliographic Details
Main Authors: M. Kayanan, P. Wijekoon
Format: Article
Language:English
Published: Faculty of Science, University of Peradeniya, Sri Lanka 2019-09-01
Series:Ceylon Journal of Science
Subjects:
Online Access:https://cjs.sljol.info/articles/7654