Prediction and Classification of Liposomal Release and Stability Using Machine Learning Based on Ethanol and Tergitol 15-S Surfactants

This study evaluated the stability of liposomes under various concentrations of ethanol and Tergitol surfactants and classified them using machine learning algorithms. The developed models can be effectively applied to formulation design in liposome-based systems, including pharmaceutical and cosmetic applications.