30 day-ahead forecasting on Mumbai PM2.5 February
13.55MAETrans.
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model2026.05 | 13.55 | 1.99 | 16.76 | 25.63 | 4.65 | 9.59 | |
| ARIMAModel Category=Temporal Model2026.05 | 15.33 | 1.69 | 18.72 | 36.55 | 7.09 | 11.9 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 15.43 | 1.73 | 18.94 | 37.17 | 7.72 | 12.77 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 17.15 | 1.84 | 20.35 | 40.03 | 8.57 | 12.67 | |
| GCSVRModel Category=Proposed2026.05 | 17.28 | 1.84 | 20.39 | 40.79 | 9.18 | 13.3 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 19.07 | 1.99 | 22.5 | 43.59 | 9.53 | 14.61 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 19.1 | 1.15 | 22.2 | 43.19 | 8.47 | 14.28 | |
| NBeatsModel Category=Temporal Model2026.05 | 20.02 | 0.9 | 25.94 | 52.45 | 14.78 | 14.57 | |
| DeepARModel Category=Temporal Model2026.05 | 23.16 | 2.51 | 27.23 | 52.13 | 13.16 | 14.16 | |
| LSTMModel Category=Temporal Model2026.05 | 25.83 | 2.78 | 30.65 | 61.42 | 12.91 | 14.2 |