30 day-ahead forecasting on Mumbai PM2.5 June
4.9MAESTARMA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| STARMAModel Category=Spatio-Temporal Model2026.05 | 4.9 | 0.54 | 6.17 | 33.61 | 2.45 | 8.59 | |
| GSTARModel Category=Spatio-Temporal Model2026.05 | 4.96 | 0.57 | 6.28 | 34.01 | 2.48 | 5.07 | |
| GCSVRModel Category=Proposed2026.05 | 7 | 0.74 | 8.28 | 40.76 | 2.77 | 6.27 | |
| NBeatsModel Category=Temporal Model2026.05 | 17.04 | 0.77 | 21.19 | 74.02 | 4.08 | 12.25 | |
| GpGpModel Category=Spatio-Temporal Model2026.05 | 21.07 | 2.44 | 23 | 83.3 | 10.53 | 14.29 | |
| LSTMModel Category=Temporal Model2026.05 | 22.49 | 2.53 | 27.71 | 83.28 | 11.24 | 15.2 | |
| ARIMAModel Category=Temporal Model2026.05 | 25.23 | 2.72 | 26.76 | 91.05 | 5.16 | 15.61 | |
| DeepARModel Category=Temporal Model2026.05 | 26.63 | 2.97 | 30.81 | 90.31 | 29.81 | 19.14 | |
| Trans.Model Category=Temporal Model2026.05 | 27 | 3.98 | 27.13 | 91.78 | 5.4 | 25.54 | |
| STGCNModel Category=Spatio-Temporal Model2026.05 | 31.28 | 1.85 | 32.62 | 101.9 | 6.28 | 26.2 |