Research Article

AGCN-T: A Traffic Flow Prediction Model for Spatial-Temporal Network Dynamics

Table 6

Performance of variants of AGCN-T on PeMSD7.

Time (min)Evaluation metricsAGCN-T-TAGCN-T-AAGCN-T-GAGCN-T

15MAE5.61684.59844.74724.4256
MAPE (%)14.244111.323711.871110.8202
RMSE8.38717.13045.71586.7791
30MAE5.61184.58194.74744.4363
MAPE (%)14.198311.282511.749910.7861
RMSE8.40017.25515.85575.5786
45MAE5.66675.60954.75816.9967
MAPE (%)14.380811.787211.859910.8902
RMSE8.47027.30456.82026.8397
60MAE5.79034.71185.27676.8753
MAPE (%)14.682111.902312.930111.7486
RMSE8.63777.74487.84427.1922