30 day-ahead forecasting on Mumbai PM2.5 September
4.89MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 4.89 | 0.6 | 6.12 | 28.42 | 2.52 | 5.66 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 5.23 | 0.57 | 6.52 | 28.22 | 2.62 | 9.42 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 7.19 | 0.77 | 8.71 | 38.95 | 3.59 | 9.38 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 8.61 | 0.95 | 10.28 | 53.88 | 4.3 | 7.08 | |
| LSTMModel Category=Temporal Model2026.05 | 11.76 | 1.29 | 14.19 | 68.28 | 5.88 | 5.54 | |
| NBeatsModel Category=Temporal Model2026.05 | 13.02 | 0.61 | 15.31 | 59.66 | 2.87 | 9.41 | |
| ARIMAModel Category=Temporal Model2026.05 | 20.68 | 2.36 | 22.03 | 78.13 | 4.15 | 13.75 | |
| DeepARModel Category=Temporal Model2026.05 | 23.63 | 2.75 | 27.61 | 82.58 | 27.33 | 15.69 | |
| Trans.Model Category=Temporal Model2026.05 | 24.89 | 3.82 | 25.2 | 85.04 | 4.98 | 22.68 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 27.57 | 1.73 | 28.71 | 92.96 | 5.59 | 23.38 |