Knowledge Graph-Based Enhanced Transformer for Metro Individual Travel Destination Prediction

Figure 2

KG-Trans model frame diagram. ① The knowledge graph module constructs a multilayer individual travel KG from top to bottom. ②The enhanced Transformer module extracts the dynamic and hierarchical features from the long-term sequential travel trajectory data. ③The classifier module introduces the cross-entropy loss to constrain the uniqueness of the predicted subway travel station.