TrafficWheel/Result.md

3.7 KiB

NO. Baselines PEMS03 MAE PEMS03 RMSE PEMS03 MAPE PEMS04 MAE PEMS04 RMSE PEMS04 MAPE PEMS07 MAE PEMS07 RMSE PEMS07 MAPE PEMS08 MAE PEMS08 RMSE PEMS08 MAPE 备注
1 HA 未实现
2 ARIMA 30.99 48.28 28.66% 39.7 59.12 27.57% / / / 32.51 48.5 19.94% 偏高
3 VAR 未实现
4 FC-LSTM 未实现
5 TCN 29.51 45.79 29.11% 37.6 55.5 26.81% 42.6 62.19 20.22% 31.18 45.8 20.64% 偏高
6 GRU-ED 未实现
7 DSANET 21.26 34.44 21.18% 27.77 43.89 18.88% 31.59 49.42 13.93% 22.38 35.48 14.26% 合理
8 STGCN 17.41 29.31 18.91% 20.58 32.7 14.75% 23.17 36.73 10.54% 18.05 27.69 13.67% 合理
9 DCRNN 39.62 64.18 64.05% 44.14 64.21 44.59% 52.78 82.99 43.32% 45.27 69.25 52.85% 偏高
10 GraphWaveNet 14.68 25.86 14.38% 19.19 31.04 13.06% 20.40 33.48 8.73% 14.83 23.86 10.14% 偏低
11 STSGCN 18.41 30.77 19.28% 21.4 35.04 14.28% 24.47 38.96 10.77% 17.58 27.19 12.00% 合理
12 AGCRN 15.21 26.52 14.71% 19.28 31.35 12.98% 20.46 33.79 8.70% 15.76 25.23 10.25% 合理
13 STFGNN 17.29 29.56 17.48% 23.06 36.23 15.52% 24.67 38.93 10.89% 16.87 27.48 11.16% 合理
14 STGODE 16.55 26.62 17.58% 22.55 35.05 15.91% 23.28 26.19 10.97% 17.22 26.66 11.52% 合理
15 STG-NCDE 16.09 26.78 16.58% 19.82 31.71 13.21% 22.54 35.44 9.85% 15.85 25.05 10.19% 合理
16 DDGCRN 14.51 24.83 14.51% 18.34 30.77 12.17% 19.68 33.40 8.23% 14.39 23.75 9.42% 偏低
17 TWDGCN 14.65 24.84 14.66% 18.54 30.53 12.29% 20.01 33.62 8.50% 14.65 24.19 9.51% 偏高