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. 2024 Feb 29;10:e1913. doi: 10.7717/peerj-cs.1913

Table 3. Results of DMSTSAF and baselines on four datasets.

Datasets Metric FC-LSTM GRU T-GCN DCRNN STGCN STSGCN STFGNN DMSTSAF
PEMS03 MAE 27.35 27.19 20.83 21.07 20.29 18.30 17.33 16.59
MAPE (%) 25.16 24.92 21.58 20.43 18.98 17.58 16.90 15.78
RMSE 42.32 42.24 31.18 33.23 33.08 30.20 29.04 27.97
PEMS04 MAE 34.33 34.13 26.02 27.57 25.37 22.38 20.14 19.39
MAPE (%) 21.72 21.53 17.08 18.29 15.50 15.03 13.76 12.73
RMSE 50.01 49.98 38.19 42.07 39.11 35.33 32.62 31.24
PEMS07 MAE 38.33 37.79 30.37 31.29 30.91 25.15 23.76 21.73
MAPE (%) 16.71 16.83 13.83 15.09 14.49 10.74 9.96 9.17
RMSE 57.56 56.72 43.39 47.21 47.12 40.79 38.48 35.25
PEMS08 MAE 28.90 28.12 21.37 21.21 21.39 17.72 16.99 15.65
MAPE (%) 17.77 16.92 13.66 13.08 13.13 11.61 10.96 10.10
RMSE 41.83 41.85 30.69 31.43 31.42 27.21 26.80 24.75