Enhancing logistic regression model through AHP-initialized weight optimization using regularization and gradient descent adaptation: A comparative study

• Published in: Mathematical Modeling and Computing Vol. 12; no. 1; pp. 132 - 143
• Main Authors: Kamal, A. A., Mansor, M. A., Kasihmuddin, M. S. M.
• Format: Journal Article
• Language: English
• Published: 2025

This study explores an approach to improving the performance of logistic regression model (LR) integrated with Analytic Hierarchy Process (AHP) for weight initialization model with regularization and adaptation of gradient descent (GD). Traditional LR model relies on random weight initialization lea...