60 day-ahead forecasting on PM2.5 Delhi (JULY–AUG)
9.98MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 9.98 | 13.02 | 0.4 | 28.72 | 4.99 | 16.43 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 12.67 | 16.06 | 1.6 | 38.1 | 9.45 | 18.45 | |
| DeepARModel Category=Temporal Model2026.05 | 18.44 | 21.69 | 2.3 | 59.7 | 14.57 | 22.46 | |
| LSTMModel Category=Temporal Model2026.05 | 21.33 | 24.35 | 2.68 | 74 | 16.98 | 22.71 | |
| NBeatsModel Category=Temporal Model2026.05 | 24.1 | 28.32 | 3.25 | 51 | 5.82 | 24.77 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 29.51 | 32.59 | 3.77 | 132.8 | 23.6 | 22.95 | |
| ARIMAModel Category=Temporal Model2026.05 | 30.37 | 33.44 | 4.07 | 60.9 | 6.55 | 26.97 | |
| Trans.Model Category=Temporal Model2026.05 | 60.75 | 61.9 | 8.17 | 93.4 | 12.21 | 39.78 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 62.03 | 63.43 | 8.33 | 93.83 | 13.47 | 40.81 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 62.11 | 64.19 | 8.35 | 93.6 | 12.5 | 41.13 |