60 day-ahead forecasting on PM2.5 Delhi (MAY–JUN)
19.36MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 19.36 | 26.5 | 0.77 | 33.07 | 9.68 | 20.22 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 22.15 | 30.71 | 1.23 | 38.7 | 13.32 | 29.82 | |
| NBeatsModel Category=Temporal Model2026.05 | 22.53 | 32.55 | 1.24 | 39.1 | 15.27 | 32.45 | |
| ARIMAModel Category=Temporal Model2026.05 | 37.54 | 42.7 | 2.14 | 57.7 | 11.64 | 37.77 | |
| DeepARModel Category=Temporal Model2026.05 | 38.31 | 48.09 | 2.11 | 88.1 | 30.63 | 36.77 | |
| LSTMModel Category=Temporal Model2026.05 | 40.38 | 49.77 | 2.23 | 97.1 | 32.29 | 36.76 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 43.36 | 50.27 | 2.41 | 127.6 | 34.65 | 36 | |
| Trans.Model Category=Temporal Model2026.05 | 46.7 | 51.41 | 2.71 | 66.6 | 11.17 | 41.25 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 49.65 | 54.99 | 2.95 | 68.6 | 11.69 | 43.42 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 50.8 | 55.57 | 2.92 | 69.57 | 19.84 | 43.61 |