Time-series Forecasting on PM2.5 Mumbai (APR-MAY-JUN)
10.18Mean Absolute Error (MAE)GSTAR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GSTARModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 10.18 | 17.43 | 1.14 | 37.19 | 5.09 | 8.4 | |
| GCSVRModel Category=Proposed, Forecast Horizon=90 day-ahead2026.05 | 11.09 | 17.72 | 1.2 | 39.85 | 5.69 | 10.05 | |
| STARMAModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 11.59 | 19 | 1.27 | 44.13 | 5.79 | 11.54 | |
| NBeatsModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 12.71 | 26.51 | 0.57 | 46.18 | 7.39 | 10.47 | |
| GpGpModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 19.13 | 24.64 | 2.14 | 60.59 | 9.56 | 14.05 | |
| ARIMAModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 23.99 | 29.47 | 2.57 | 68.91 | 6.1 | 15.87 | |
| DeepARModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 24.06 | 31.14 | 2.64 | 68.4 | 23.75 | 15.9 | |
| LSTMModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 27.52 | 35.59 | 3.04 | 74.95 | 13.76 | 15.18 | |
| Trans.Model Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 36.09 | 38.42 | 5.21 | 87.26 | 7.29 | 28.97 | |
| STGCNModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 44.56 | 57.42 | 2.59 | 115.74 | 18.46 | 31.96 |