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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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U. Khalil

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Sep 2026

Comparative analysis of robust ridge M-estimators using simulation and empirical studies

ABSTRACT In the recent studies, robust biasing parameter ‘k’ has been introduced by Naz et al. (2025) to overcome the joint problem of multicollinearity and outliers in ridge regression model. However, the presence of outliers and severe multicollinearity in the data set may have some adverse effects on the Naz estimat...

M. Khan, U. Khalil, M. Suhail et al. · 0 citations

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