30 day-ahead forecasting on PM10 Mumbai Monthly Split (NOV)
16.65MAETrans.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 16.65 | 1.02 | 20.3 | 14.12 | 11.75 | 11.48 | |
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 26.81 | 1.37 | 33.16 | 21.39 | 15.2 | 20.04 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.86 | 1.81 | 39.86 | 27.9 | 24.56 | 25.26 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.89 | 1.76 | 39.57 | 27.97 | 16.95 | 25.94 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.29 | 0.82 | 45.34 | 32.42 | 27.14 | 25.84 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 38.8 | 1.1 | 44.62 | 32.79 | 27.69 | 28.94 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 50.63 | 2.69 | 57.04 | 46.1 | 25.32 | 37.56 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 55.37 | 2.89 | 61.94 | 50.43 | 27.69 | 37.77 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 56.67 | 2.97 | 63.45 | 53.1 | 10.97 | 45.85 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 61.66 | 3.24 | 69.51 | 61.46 | 30.83 | 46.9 |