Time-series Forecasting on PM2.5 Mumbai (JULY-AUG-SEPT)
6.16MAEGpGp
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GpGpModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 6.16 | 8.53 | 0.66 | 39.28 | 3.08 | 9.69 | |
| GCSVRModel Category=Proposed, Forecast Horizon=90 day-ahead2026.05 | 7.55 | 9.81 | 0.78 | 46.66 | 4.09 | 8.13 | |
| NBeatsModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 7.91 | 12.93 | 0.36 | 52.31 | 5.16 | 6.26 | |
| STARMAModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 10.31 | 12.79 | 1.12 | 87.34 | 5.15 | 10.24 | |
| GSTARModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 11.35 | 13.67 | 1.25 | 102.98 | 5.67 | 8.43 | |
| Trans.Model Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 25.54 | 26.11 | 3.82 | 86.55 | 5.11 | 22.55 | |
| LSTMModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 28.08 | 33.63 | 3.19 | 96.85 | 14.04 | 17.72 | |
| ARIMAModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 28.32 | 29.73 | 3.17 | 100.2 | 5.78 | 17.72 | |
| DeepARModel Category=Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 29.3 | 33.2 | 3.33 | 98.39 | 32.6 | 20.68 | |
| STGCNModel Category=Spatio-Temporal Model, Forecast Horizon=90 day-ahead2026.05 | 30.66 | 32.3 | 1.87 | 103.75 | 6.26 | 25.4 |