60 day-ahead forecasting on PM2.5 Delhi (SEPT–OCT)
20.45MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 20.45 | 28.78 | 0.84 | 34.97 | 10.22 | 19.47 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 34.29 | 41.26 | 2.52 | 49.63 | 15.37 | 39.24 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 34.86 | 49.13 | 2.54 | 52.4 | 24.12 | 45.92 | |
| ARIMAModel Category=Temporal Model2026.05 | 36.12 | 51.27 | 2.63 | 55 | 26.24 | 46.88 | |
| NBeatsModel Category=Temporal Model2026.05 | 40.25 | 55.78 | 2.91 | 64 | 30.9 | 47.67 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 44.33 | 51.34 | 3.34 | 59.4 | 14.66 | 46.1 | |
| Trans.Model Category=Temporal Model2026.05 | 44.53 | 50.97 | 3.32 | 59.8 | 14.96 | 45.98 | |
| DeepARModel Category=Temporal Model2026.05 | 52.05 | 66.93 | 3.74 | 97.4 | 41.36 | 47.83 | |
| LSTMModel Category=Temporal Model2026.05 | 54.88 | 69.38 | 3.95 | 107.9 | 43.73 | 47.82 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 58.62 | 76.23 | 4.25 | 120.7 | 46.1 | 49.68 |