Combating outliers and multicollinearity in linear regression model using robust Kibria-Lukman mixed with principal component estimator, simulation and computation

Scholars usually adopt the method of least squared to model the relationship between a response variable and two or more explanatory variables. Ordinary least squares estimator's performance is good when there is no outliers and multicollinearity in the regression model dataset. Outliers and mu...

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Bibliographic Details
Main Authors: K.C. Arum, F.I. Ugwuowo, H.E. Oranye, T.O. Alakija, T.E. Ugah, O.C. Asogwa
Format: Article
Language:English
Published: Elsevier 2023-03-01
Series:Scientific African
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S246822762300025X