30 day-ahead forecasting on Mumbai PM2.5 March
10.3MAETrans.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model2026.05 | 10.3 | 1.51 | 13.59 | 23.21 | 5.66 | 7.44 | |
| NBeatsModel Category=Temporal Model2026.05 | 12.09 | 0.54 | 16.05 | 33.91 | 4.77 | 8.71 | |
| GCSVRModel Category=Proposed2026.05 | 13.5 | 1.48 | 16.4 | 35.83 | 6.76 | 10.12 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 14.32 | 1.58 | 17.43 | 37.78 | 7.16 | 10.67 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 16.94 | 1.87 | 20.27 | 42.51 | 8.47 | 13.31 | |
| ARIMAModel Category=Temporal Model2026.05 | 17.34 | 1.88 | 19.81 | 43.82 | 5.52 | 12.59 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 17.54 | 1.94 | 19.84 | 44.7 | 8.77 | 13.19 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 18.22 | 1.07 | 21.25 | 44.74 | 7 | 13.89 | |
| DeepARModel Category=Temporal Model2026.05 | 20.96 | 2.33 | 24.92 | 51.05 | 15.84 | 12.5 | |
| LSTMModel Category=Temporal Model2026.05 | 23.16 | 2.57 | 28.12 | 58.46 | 11.58 | 11.72 |