60 day-ahead forecasting on PM2.5 Delhi (JAN–FEB)
43.18MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 43.18 | 56.12 | 1.7 | 29.68 | 21.59 | 32.46 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 58.53 | 78.81 | 1.36 | 39.9 | 39.18 | 85.74 | |
| NBeatsModel Category=Temporal Model2026.05 | 59.28 | 77.12 | 1.39 | 45.2 | 45.07 | 83.66 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 62 | 84.09 | 1.44 | 43.58 | 46.61 | 92.5 | |
| Trans.Model Category=Temporal Model2026.05 | 66.52 | 89.53 | 1.54 | 47.4 | 50.69 | 94.09 | |
| ARIMAModel Category=Temporal Model2026.05 | 73.48 | 86.23 | 1.72 | 46.5 | 21.51 | 83.42 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 80.56 | 96.46 | 1.87 | 81.5 | 62.52 | 87.92 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 100.35 | 113.61 | 2.36 | 57 | 23.37 | 99.12 | |
| DeepARModel Category=Temporal Model2026.05 | 131.9 | 148.33 | 3.1 | 151.3 | 105.52 | 95.4 | |
| LSTMModel Category=Temporal Model2026.05 | 132.2 | 148.6 | 3.11 | 152 | 105.76 | 95.4 |