60 day-ahead forecasting on PM2.5 Delhi (MAR–APR)
21.29MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 21.29 | 26.53 | 0.82 | 29.88 | 10.64 | 20.09 | |
| Trans.Model Category=Temporal Model2026.05 | 29.62 | 34.89 | 1.58 | 39.2 | 8.6 | 36.68 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 34.42 | 39.94 | 1.81 | 43.28 | 9.65 | 39.48 | |
| ARIMAModel Category=Temporal Model2026.05 | 35.03 | 40.9 | 1.82 | 43.7 | 8.1 | 40.07 | |
| NBeatsModel Category=Temporal Model2026.05 | 35.06 | 41.08 | 1.84 | 42.8 | 8.89 | 40.11 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 37.44 | 42.69 | 2.07 | 46.5 | 9.54 | 40.96 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 50.86 | 58.23 | 2.55 | 112.7 | 39.91 | 45.84 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 50.95 | 57.72 | 2.56 | 111.5 | 40.47 | 45.67 | |
| DeepARModel Category=Temporal Model2026.05 | 55.51 | 60.99 | 2.78 | 114.1 | 44.41 | 45.5 | |
| LSTMModel Category=Temporal Model2026.05 | 59.96 | 65.06 | 3.02 | 131.8 | 47.97 | 45.49 |