Mahmood, R.S. 2026. A Statistical Regularization Approach for Reducing Overfitting in Deep Neural Networks. Neutrosophic Optimization and Intelligent Systems. 9, (Mar. 2026), 44–60. DOI:https://doi.org/10.61356/j.nois.2026.9651.