Open access
Jul 2026
A Statistical Analysis of Classical and Advanced Regression Models in Data Science
It is concluded that advanced models can outperform classical baselines when the underlying data structure is complex, while classical models remain essential for interpretation, comparison, and model selection.
Abdulwase Osmani, Abdul Qahar Majeedi
· Integrated Journal for Resea... · 0 citations