30 day-ahead forecasting on PM2.5 in Delhi (JULY)
9.33MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 9.33 | 0.37 | 11.61 | 27.36 | 4.67 | 14 | |
| LSTMModel Category=Temporal Model2026.05 | 12.98 | 1.63 | 15.84 | 41.2 | 9.72 | 18.25 | |
| DeepARModel Category=Temporal Model2026.05 | 16.23 | 2 | 19.05 | 55.3 | 12.71 | 20.49 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 16.44 | 1.99 | 19.42 | 60.2 | 12.5 | 20.2 | |
| NBeatsModel Category=Temporal Model2026.05 | 17.71 | 2.47 | 21.69 | 43 | 4.55 | 20.01 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 20.32 | 2.47 | 23.09 | 81.2 | 16.09 | 20.95 | |
| ARIMAModel Category=Temporal Model2026.05 | 23 | 3.2 | 26.16 | 53.2 | 5.07 | 21.87 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 32.21 | 4.6 | 34.43 | 69.07 | 10.02 | 25.73 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 60.83 | 8.39 | 63.79 | 94.6 | 12.18 | 40.44 | |
| Trans.Model Category=Temporal Model2026.05 | 64.44 | 8.76 | 65.33 | 99.6 | 12.9 | 40.58 |