30 day-ahead forecasting on PM10 Mumbai Monthly Split (APR)
26.41MAEGpGp
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 26.41 | 1.32 | 34.09 | 23.99 | 13.21 | 23.53 | |
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 27.26 | 1.36 | 36.49 | 24.99 | 16.01 | 21.59 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 28.12 | 1.35 | 35.37 | 24.95 | 13.11 | 22.7 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 30.93 | 0.67 | 43.1 | 29.63 | 20.6 | 22.96 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 31.19 | 1.55 | 42.26 | 29.49 | 15.6 | 23.91 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 32.11 | 0.84 | 39.35 | 28.06 | 14.76 | 22.9 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 33.39 | 1.65 | 44.05 | 31.42 | 16.7 | 27.04 | |
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 36.2 | 2.08 | 41.66 | 35.41 | 8.35 | 26.3 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 46.8 | 2.28 | 57.42 | 49.43 | 8.33 | 37.91 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 51.23 | 2.52 | 62.95 | 58.81 | 25.61 | 37.54 |