Dmstgcn

[Kazeya27]

result

PeMSD4
----------------------------------------DMSTGCN-------libcity

• Horizon1
  --------------------------MAE-------0.8847-------0.8946 -------------------------MAPE-------0.0161-------0.0163 -------------------------RMSE-------1.6929-------1.7025
  • Horizion 3 --------------------------MAE-------1.3002-------1.3058 -------------------------MAPE-------0.0255-------0.0254 -------------------------RMSE-------2.7769-------2.7734
  • Horizion 6 --------------------------MAE-------1.5875-------1.5868 -------------------------MAPE-------0.0333-------0.0331 -------------------------RMSE-------3.6339-------3.6242
  • Horizion 12 --------------------------MAE-------1.8787-------1.8791 -------------------------MAPE-------0.0415-------0.0410 -------------------------RMSE-------4.3814-------4.3729

PeMSD8
----------------------------------------DMSTGCN-------libcity

• Horizon1
  --------------------------MAE-------0.7222-------0.7282 -------------------------MAPE-------0.0132-------0.0132 -------------------------RMSE-------1.4217-------1.4299
  • Horizion 3 --------------------------MAE-------1.0667-------1.0803 -------------------------MAPE-------0.0209-------0.0209 -------------------------RMSE-------2.4405-------2.4714
  • Horizion 6 --------------------------MAE-------1.3082-------1.3271 -------------------------MAPE-------0.0280-------0.0278 -------------------------RMSE-------3.2861-------3.3165
  • Horizion 12 --------------------------MAE-------1.5522-------1.5656 -------------------------MAPE-------0.0358-------0.0354 -------------------------RMSE-------4.0522-------4.0472

[Kazeya27]

{ "max_epoch": 200,

"learner": "adam", "learning_rate": 0.001, "lr_epsilon": 1e-8, "weight_decay": 0.0001,

"lr_patience": 10, "lr_decay_ratio": 0.3, "lr_threshold": 1e-3, "lr_scheduler": "reducelronplateau",

"clip_grad_norm": true, "max_grad_norm": 5, "use_early_stop": true, "patience": 20 } { "batch_size": 64, "cache_dataset": true, "num_workers": 0, "pad_with_last_sample": true, "train_rate": 0.6, "eval_rate": 0.2, "scaler": "standard", "load_external": false, "normal_external": true, "ext_scaler": "standard", "input_window": 12, "output_window": 12, "add_time_in_day": false, "add_day_in_week": false }