30 day-ahead forecasting on Mumbai PM2.5 November
17.27MAEARIMA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ARIMAModel Category=Temporal Model2026.05 | 17.27 | 2.04 | 20.67 | 36.85 | 11.56 | 13.33 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 17.93 | 2.11 | 21.04 | 40.2 | 8.96 | 13.95 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 20.37 | 1.31 | 24.01 | 42.42 | 13.06 | 15.39 | |
| GCSVRModel Category=Proposed2026.05 | 21.15 | 2.49 | 25.32 | 47.21 | 12.62 | 16.28 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 24.23 | 2.91 | 27.62 | 55.07 | 12.12 | 18.56 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 25.23 | 2.98 | 28.52 | 57.37 | 12.62 | 17.97 | |
| DeepARModel Category=Temporal Model2026.05 | 27.57 | 3.27 | 32.93 | 65.06 | 9.27 | 17.2 | |
| LSTMModel Category=Temporal Model2026.05 | 28.25 | 3.32 | 33.83 | 66.13 | 14.13 | 17.12 | |
| NBeatsModel Category=Temporal Model2026.05 | 28.32 | 1.35 | 34.03 | 71.54 | 21.38 | 19.95 | |
| Trans.Model Category=Temporal Model2026.05 | 37.65 | 5.8 | 40.8 | 60.34 | 30.12 | 29.4 |