60-day ahead forecasting on PM2.5 Mumbai JULY-AUG
5.76MAEGpGp
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GpGpModel Category=Spatio-Temporal Model2026.05 | 5.76 | 8.28 | 0.64 | 40.14 | 2.88 | 9.5 | |
| GCSVRModel Category=Proposed2026.05 | 7.06 | 9.56 | 0.75 | 48.49 | 3.83 | 7.2 | |
| NBeatsModel Category=Temporal Model2026.05 | 7.21 | 11.98 | 0.33 | 50.09 | 4.5 | 5.68 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 8.12 | 10.86 | 0.88 | 63.28 | 4.06 | 9.64 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 9.44 | 12.04 | 1.04 | 81.1 | 4.72 | 7.41 | |
| Trans.Model Category=Temporal Model2026.05 | 25.46 | 26.16 | 3.81 | 86.53 | 5.09 | 22.16 | |
| LSTMModel Category=Temporal Model2026.05 | 26.21 | 31.83 | 3 | 97.46 | 13.1 | 16.85 | |
| ARIMAModel Category=Temporal Model2026.05 | 27.94 | 29.64 | 3.12 | 102.07 | 5.76 | 17.45 | |
| DeepARModel Category=Temporal Model2026.05 | 29.95 | 33.9 | 3.42 | 102.27 | 33.2 | 21.3 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 32.68 | 34.1 | 1.99 | 110.1 | 6.66 | 27.65 |