30 day-ahead forecasting on PM10 Mumbai Monthly Split (MAR)
25.89MAETrans.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 25.89 | 1.49 | 30.18 | 23.78 | 11.24 | 17.5 | |
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 29.52 | 1.48 | 35.16 | 31.02 | 13.26 | 22.15 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 31.65 | 1.58 | 37.67 | 32.49 | 15.82 | 22.99 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.81 | 0.73 | 40.95 | 33.23 | 10.38 | 23.74 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 35 | 1.78 | 41.6 | 34.84 | 17.5 | 27.21 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 35.14 | 1.7 | 40.34 | 34.75 | 12.65 | 25.63 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 35.24 | 1.79 | 40.24 | 35.17 | 17.62 | 26.6 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 44.66 | 2.26 | 52.66 | 50.1 | 10.09 | 35.26 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 50.14 | 2.54 | 59.12 | 61.13 | 25.07 | 35.08 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 51.18 | 1.32 | 60.55 | 48 | 21.41 | 35.98 |