Si-Yu Liu

Research on Container Freight Rate Prediction for Transpacific Routes Based on Multivariate LSTM: An Empirical Analysis Integrating Port Congestion and Capacity Indicators

Accurate prediction of transpacific container freight rates is critical for shipping companies to optimize resource allocation, manage risks, and maintain stable operations in a volatile market environment. To address the limitation that traditional linear models struggle to capture the nonlinear and dynamic dependenci...