Nature

Adaptive demand forecasting framework with weighted ensemble of regression and machine learning models along life cycle variability

Accurate demand forecasting is essential for informed decision-making in today’s dynamic business environment, where product demand often follows diverse and shifting patterns throughout increasingly ...
Nature

Knowledge graph-enhanced deep learning for pharmaceutical demand forecasting

Accurate pharmaceutical demand forecasting is essential to ensure timely drug availability, reduce inventory costs, and improve operational efficiency in healthcare supply chains. However, existing ...