30 day-ahead forecasting on PM10 Mumbai (FEB)
28.36MAETrans.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 28.36 | 1.64 | 32.44 | 23.67 | 17.76 | 18.98 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 28.66 | 1.44 | 35.4 | 25.13 | 14.33 | 24.43 | |
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 30.31 | 1.5 | 37.79 | 27.34 | 17.34 | 22.75 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.11 | 1.56 | 40.14 | 28.32 | 16.83 | 24.94 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.56 | 1.83 | 43.88 | 32.7 | 18.28 | 27.01 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.7 | 1.85 | 44.66 | 32.07 | 18.35 | 29.1 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 37.17 | 0.8 | 47.51 | 35.38 | 22.67 | 26.53 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 40.43 | 1.04 | 47.7 | 33.78 | 22.3 | 30.62 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 57.91 | 2.94 | 65.76 | 59.39 | 10.76 | 49.08 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 60.62 | 3.06 | 69.81 | 65.63 | 30.31 | 46.9 |