30 day-ahead forecasting on PM2.5 in Delhi OCT
24.56MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 24.56 | 1.01 | 32.35 | 28.8 | 12.15 | 19.79 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 33.87 | 1.89 | 42.76 | 34 | 18.59 | 49.04 | |
| Trans.Model Category=Temporal Model2026.05 | 35.38 | 1.98 | 42.93 | 35.7 | 18.36 | 47.22 | |
| ARIMAModel Category=Temporal Model2026.05 | 35.69 | 1.93 | 47.38 | 35.9 | 26.47 | 56.05 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 36.12 | 1.98 | 46.58 | 36.89 | 24.77 | 52.69 | |
| NBeatsModel Category=Temporal Model2026.05 | 41.2 | 2.25 | 52.15 | 44.9 | 29.21 | 56.02 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 65.33 | 3.63 | 81.76 | 86.9 | 52.13 | 64.86 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 67.2 | 3.72 | 83.63 | 90.9 | 53.67 | 64.94 | |
| LSTMModel Category=Temporal Model2026.05 | 75.37 | 4.19 | 85.49 | 111.3 | 60.3 | 63.26 | |
| DeepARModel Category=Temporal Model2026.05 | 79.84 | 4.45 | 89.45 | 124 | 63.87 | 63.27 |