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Esra Polat

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Open access Sep 2026

A Comparative Study of Penalized and Classical Variable Selection Methods

In linear regression models, multicollinearity affects regression parameter estimates and can lead to misleading results in selecting the true model. This study, therefore, undertakes a comparison of the performance of various variable selection methods under multicollinearity. This simulation study evaluates the perfo...

Esra Polat, M. Çetin · 0 citations

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