Time-series Forecasting on PM2.5 Mumbai (OCT-NOV-DEC)
18.46MAEARIMA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ARIMAModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 18.46 | 21.98 | 2.16 | 48.01 | 9.94 | 13.88 | |
| GCSVRModel Category=Proposed, Forecast Horizon=90 day-ahead2026.05 | 18.5 | 23.07 | 2.15 | 48.78 | 11.16 | 14.34 | |
| NBeatsModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 21.16 | 29.83 | 1 | 56.41 | 14.34 | 15.99 | |
| STGCNModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 21.23 | 25.08 | 1.34 | 53.88 | 9.99 | 15.38 | |
| DeepARModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 23.5 | 28.47 | 2.77 | 61.19 | 14.4 | 14.83 | |
| GpGpModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 29.31 | 34.32 | 3.53 | 87.13 | 14.66 | 21.12 | |
| LSTMModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 30.07 | 35.11 | 3.58 | 95.41 | 15.03 | 24.02 | |
| Trans.Model Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 32.34 | 37.85 | 5.04 | 58.23 | 23.45 | 22.29 | |
| GSTARModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 37.89 | 43.4 | 4.54 | 132.99 | 18.95 | 31.33 | |
| STARMAModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 38.32 | 43.8 | 4.59 | 134.53 | 19.16 | 27.87 |