30 day-ahead forecasting on Mumbai PM2.5 August
5.12MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 5.12 | 0.59 | 6.8 | 35.62 | 2.28 | 5.6 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 5.28 | 0.61 | 6.56 | 36.98 | 2.64 | 9.22 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 6.24 | 0.69 | 8.01 | 41.74 | 3.12 | 9.09 | |
| NBeatsModel Category=Temporal Model2026.05 | 7.21 | 0.33 | 9.3 | 46.53 | 2.67 | 5.13 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 7.55 | 0.85 | 9.39 | 55.15 | 3.78 | 6.54 | |
| LSTMModel Category=Temporal Model2026.05 | 12.33 | 1.39 | 15.14 | 79.98 | 6.16 | 5.98 | |
| Trans.Model Category=Temporal Model2026.05 | 22.73 | 3.45 | 23.91 | 77.59 | 4.56 | 18.72 | |
| ARIMAModel Category=Temporal Model2026.05 | 23.22 | 2.6 | 24.3 | 92.96 | 4.68 | 14.58 | |
| DeepARModel Category=Temporal Model2026.05 | 27.47 | 3.18 | 31.24 | 97.43 | 31.25 | 19.07 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 29.4 | 1.82 | 30.73 | 103.8 | 5.91 | 24.76 |