60-day ahead forecasting on PM2.5 Mumbai SEPT-OCT
8.35MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 8.35 | 11.17 | 0.99 | 40.78 | 4.48 | 8.01 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 8.77 | 11.75 | 0.94 | 41.31 | 4.38 | 10.63 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 12.24 | 15.95 | 1.35 | 65.42 | 6.12 | 11.48 | |
| NBeatsModel Category=Temporal Model2026.05 | 13.63 | 16.39 | 0.64 | 60.12 | 4.17 | 9.45 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 13.69 | 17.33 | 1.54 | 82.53 | 6.85 | 10.58 | |
| LSTMModel Category=Temporal Model2026.05 | 14.43 | 17.94 | 1.59 | 70.7 | 7.22 | 7.13 | |
| Trans.Model Category=Temporal Model2026.05 | 19.73 | 21.31 | 3.03 | 65.45 | 5.02 | 13.73 | |
| ARIMAModel Category=Temporal Model2026.05 | 21.84 | 23.54 | 2.53 | 78.46 | 4.65 | 14.63 | |
| DeepARModel Category=Temporal Model2026.05 | 25 | 29.18 | 2.9 | 82.13 | 27.12 | 15.88 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 25.08 | 26.95 | 1.58 | 84.95 | 5.45 | 19.82 |