30 day-ahead forecasting on PM10 Mumbai Monthly Split (DEC)
23.77MAETrans.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 23.77 | 1.47 | 35.09 | 18.11 | 18.91 | 18.83 | |
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 24.47 | 1.28 | 29.73 | 17.86 | 10.77 | 18.31 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 25.48 | 1.35 | 31.67 | 19.14 | 12.74 | 22.52 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 30.57 | 0.69 | 39.37 | 22.95 | 15.87 | 22.03 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.39 | 1.78 | 41.22 | 26.34 | 22.57 | 25.6 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 37.51 | 1.97 | 47.31 | 29.74 | 18.76 | 28.56 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 38.96 | 2.04 | 48.08 | 30.74 | 19.48 | 28.96 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 42.2 | 1.2 | 48.57 | 34.7 | 30.67 | 31.98 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 58.21 | 3.06 | 65.73 | 52.63 | 11.11 | 47.43 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 61.62 | 3.25 | 71.22 | 59.27 | 30.81 | 45.89 |