Time-series Forecasting on PM2.5 Mumbai (JAN-FEB-MAR)
11.26MAETrans.
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Trans.Model Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 11.26 | 14.76 | 1.65 | 23.48 | 7.15 | 8.19 | |
| ARIMAModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 17.37 | 20.47 | 1.88 | 39.55 | 7.67 | 13.09 | |
| GCSVRModel Category=Proposed, Forecast Horizon=90 day-ahead2026.05 | 18.64 | 22.43 | 2.03 | 44.54 | 10.82 | 14.35 | |
| STGCNModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 19.12 | 22.69 | 1.12 | 42.15 | 8.83 | 13.87 | |
| NBeatsModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 19.34 | 26.34 | 0.88 | 46.6 | 12.51 | 14.25 | |
| GSTARModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 21.84 | 25.57 | 2.3 | 56.41 | 10.92 | 16.71 | |
| DeepARModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 22.07 | 26.68 | 2.37 | 49.21 | 13.11 | 14.21 | |
| GpGpModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 23.36 | 26.96 | 2.63 | 50.07 | 11.68 | 16.23 | |
| STARMAModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 24.53 | 28.39 | 2.53 | 65.51 | 12.26 | 18.14 | |
| LSTMModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 25 | 30.57 | 2.7 | 56.84 | 12.5 | 13.49 |