30 day-ahead forecasting on PM10 Mumbai Monthly Split (SEPT)
11.42MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 11.42 | 0.57 | 15.44 | 27.81 | 7.52 | 13.04 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 20.19 | 1.04 | 24.63 | 40.48 | 10.1 | 21.51 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 20.38 | 1.06 | 24.84 | 41.12 | 10.19 | 17.06 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 26.7 | 1.41 | 30.19 | 47.18 | 13.35 | 22.11 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 26.76 | 0.59 | 33.95 | 45.46 | 6.81 | 19.31 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.11 | 1.89 | 40.71 | 57.12 | 35.69 | 26.43 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 37.38 | 1.95 | 43.79 | 59.72 | 18.69 | 22.38 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 45.91 | 2.27 | 49.23 | 66.78 | 10.29 | 29.16 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 62.25 | 1.68 | 65.27 | 81.15 | 13.8 | 51.64 | |
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 78.72 | 4.76 | 79.17 | 101.84 | 15.74 | 73.98 |