30 day-ahead forecasting on PM10 Mumbai Monthly Split (AUG)
20.04MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 20.04 | 1.04 | 24.6 | 43.62 | 8.65 | 17.21 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 21.06 | 1.07 | 26.22 | 43.65 | 10.53 | 17.36 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 24.75 | 1.33 | 29.74 | 46.69 | 12.37 | 23.05 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 35.24 | 1.83 | 41.91 | 61.57 | 17.62 | 21.33 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.81 | 1.91 | 42.19 | 61.4 | 35.39 | 27.47 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 39.98 | 0.88 | 50.98 | 61.94 | 11.86 | 28.81 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 43.29 | 2.3 | 46.51 | 67.37 | 21.65 | 30.26 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 55.16 | 2.75 | 58.25 | 78.82 | 12.2 | 34.85 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 64.25 | 1.72 | 66.48 | 86.53 | 14.21 | 54.1 | |
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 67.23 | 3.99 | 67.75 | 84.16 | 13.45 | 62.51 |