Benchsmarks
| Dataset | Model | LR | Optm | Epoch | MAE | MAPE | RMSE |
|---|---|---|---|---|---|---|---|
| PEMS-BAY | LSTM | 1.00E-03 | Adam | 41 | 1.18 | 2.32% | 1.94 |
| GRU | 1.00E-03 | Adam | 30 | 1.11 | 2.11% | 1.78 | |
| GCLSTM | 1.00E-02 | Adam | 23 | 0.95 | 1.81% | 1.64 | |
| METR-LA | LSTM | 1.00E-03 | Adam | 56 | 2.76 | 6.18% | 4.86 |
| GRU | 1.00E-03 | Adam | 35 | 2.83 | 6.44% | 4.93 | |
| GCLSTM | 1.00E-02 | Adam | 49 | 2.74 | 6.17% | 5.02 | |
| LOOP-SEA | LSTM | 1.00E-03 | Adam | 39 | 2.43 | 5.78% | 3.63 |
| GRU | 1.00E-03 | Adam | 30 | 2.45 | 5.84% | 3.64 | |
| GCLSTM | 1.00E-02 | Adam | 22 | 2.53 | 6.08% | 3.83 | |
| INRIX-SEA | LSTM | 1.00E-04 | Adam | 53 | 0.87 | 3.10% | 1.86 |
| GRU | 1.00E-03 | Adam | 31 | 0.88 | 3.18% | 1.84 | |
| GCLSTM | 1.00E-02 | Adam | 14 | 0.77 | 2.74% | 1.75 |