Exploring new estimators in ridge regression: Addressing multicollinearity in economic and petroleum product data analysis

Multicollinearity remains a major challenge in regression analysis, leading to unreliable parameter estimates and reduced predictive accuracy. Existing preprocessing methods, such as K1 to K9, attempt to mitigate this issue but are not universally effective. This study proposes three novel ridge reg...

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Bibliographic Details
Main Authors: Nida Khalid, Dost Muhammad Khan, Muhammad Suhail, Umair Khalil, Eman H. Alkhammash
Format: Article
Language:English
Published: Elsevier 2025-10-01
Series:Kuwait Journal of Science
Subjects:
Online Access:https://www.sciencedirect.com/science/article/pii/S2307410825000926
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