Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction

Benchmark Model Rank Results
traffic-prediction-on-pems07PM-DMnet(R)#3MAE@1h: 19.18
traffic-prediction-on-pems07PM-DMNet(P)#5MAE@1h: 19.35
traffic-prediction-on-pems08PM-DMNet(R)#2MAE@1h: 13.40
traffic-prediction-on-pems08PM-DMNet(P)#6MAE@1h: 13.55
traffic-prediction-on-pemsd4PM-DMNet(P)#512 steps MAE: 18.3412 steps MAPE: 12.0512 steps RMSE: 30.36
traffic-prediction-on-pemsd4PM-DMNet(R)#612 steps MAE: 18.3712 steps MAPE: 12.0112 steps RMSE: 30.68
traffic-prediction-on-pemsd7PM-DMNet(R)#312 steps MAE: 19.1812 steps MAPE: 7.9512 steps RMSE: 33.15
traffic-prediction-on-pemsd7PM-DMNet(P)#412 steps MAE: 19.3512 steps MAPE: 8.0512 steps RMSE: 33.33
traffic-prediction-on-pemsd7-lPM-DMNet(R)#312 steps MAE: 2.7912 steps MAPE: 6.9912 steps RMSE: 5.81
traffic-prediction-on-pemsd7-lPM-DMNet(P)#412 steps MAE: 2.8112 steps MAPE: 7.1312 steps RMSE: 5.79
traffic-prediction-on-pemsd7-mPM-DMNet(R)#312 steps MAE: 2.6012 steps MAPE: 6.5712 steps RMSE: 5.36
traffic-prediction-on-pemsd7-mPM-DMNet(P)#412 steps MAE: 2.6112 steps MAPE: 6.5512 steps RMSE: 5.33
traffic-prediction-on-pemsd8PM-DMNet(R)#212 steps MAE: 13.4012 steps MAPE: 8.8712 steps RMSE: 23.22
traffic-prediction-on-pemsd8PM-DMNet(P)#512 steps MAE: 13.5512 steps MAPE: 9.0412 steps RMSE: 23.35