30 day-ahead forecasting on Mumbai PM2.5 December
14.63MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 14.63 | 1.79 | 17.96 | 33.53 | 8.98 | 11.86 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 15.5 | 1.86 | 17.56 | 35.71 | 7.75 | 12.06 | |
| ARIMAModel Category=Temporal Model2026.05 | 16.19 | 1.87 | 19.44 | 35.42 | 9.16 | 12.48 | |
| NBeatsModel Category=Temporal Model2026.05 | 17.05 | 0.81 | 21.73 | 40.93 | 10.35 | 12.11 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 19.04 | 2.18 | 22.63 | 39.7 | 9.52 | 14.13 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 20.01 | 2.31 | 24.03 | 43.3 | 10.01 | 14.77 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 20.82 | 1.31 | 23.6 | 44.2 | 13.6 | 15.98 | |
| DeepARModel Category=Temporal Model2026.05 | 25.89 | 3.06 | 30.77 | 58.3 | 10.85 | 15.17 | |
| LSTMModel Category=Temporal Model2026.05 | 26.64 | 3.13 | 31.87 | 62.17 | 13.32 | 13.57 | |
| Trans.Model Category=Temporal Model2026.05 | 43 | 6.54 | 47.39 | 64.8 | 34.4 | 32.79 |