Research Article

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

Table 8

Performance of variants of AGCN-T on Los-loop.

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

15MAE6.40865.66265.49125.5518
MAPE (%)17.896215.534815.534815.2011
RMSE9.45018.33658.25598.0986
30MAE6.46825.69775.46445.4398
MAPE (%)18.009215.692915.660915.0389
RMSE9.50578.39268.29928.1511
45MAE6.47745.76095.53555.4472
MAPE (%)18.091315.871415.621415.2411
RMSE9.52658.45568.41438.1982
60MAE6.54845.75115.66345.5311
MAPE (%)18.332616.802415.999415.0778
RMSE9.64218.51788.42688.2084