Research Article

Meta-Learning Enhanced Trade Forecasting: A Neural Framework Leveraging Efficient Multicommodity STL Decomposition

Figure 10

Imported commodity forecast result display (February 2022–January 2023). Each subplot illustrates the time series forecast for an imported commodity, including its actual values, predicted values, and MAPE of the model’s predictions.