30 day-ahead forecasting on Mumbai PM2.5 April
11.33MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed2026.05 | 11.33 | 1.21 | 14.44 | 0.2995 | 5.97 | 8.61 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 11.69 | 1.27 | 14.83 | 0.2971 | 5.85 | 8.97 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 12.01 | 1.28 | 14.29 | 0.3032 | 6.01 | 11.22 | |
| ARIMAModel Category=Temporal Model2026.05 | 13.37 | 1.41 | 15.58 | 0.3361 | 4.49 | 10.51 | |
| STARMAModel Category=Spatio-Temporal Model2026.05 | 13.44 | 1.41 | 16.5 | 0.3295 | 6.72 | 11.97 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 14.19 | 0.81 | 16.89 | 0.3369 | 5.86 | 10.37 | |
| NBeatsModel Category=Temporal Model2026.05 | 14.72 | 0.66 | 18.7 | 0.4461 | 10.15 | 10.48 | |
| DeepARModel Category=Temporal Model2026.05 | 19.36 | 2.12 | 23.52 | 0.4556 | 15.56 | 10.65 | |
| LSTMModel Category=Temporal Model2026.05 | 22.67 | 2.49 | 27.73 | 0.559 | 11.33 | 10.31 | |
| Trans.Model Category=Temporal Model2026.05 | 27.47 | 3.96 | 29 | 0.6067 | 5.56 | 22.23 |