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Enhancing accuracy in modelling highly multicollinear data using alternative shrinkage parameters for ridge regression methods

Abstract In this study, we introduce three new shrinkage parameters for ridge regression, which dynamically adjust the ridge penalty based on the properties of the data, particularly the multicollinearity structure. Using these new parameters, we develop three ridge condition-adjusted estimators (CA...

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I tiakina i:
Ngā taipitopito rārangi puna kōrero
Ngā kaituhi matua: Nadeem Akhtar, Muteb Faraj Alharthi
Hōputu: Artigo
Reo:Inglês
I whakaputaina: Nature Portfolio 2025-03-01
Rangatū:Scientific Reports
Ngā marau:
Urunga tuihono:https://doi.org/10.1038/s41598-025-94857-7
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