30 day-ahead forecasting on PM10 Mumbai Monthly Split (JULY)
19.76MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Category=Proposed, Forecasting Horizon=30 day-ahead2026.05 | 19.76 | 0.96 | 29.67 | 41.66 | 12 | 17.22 | |
| STARMAModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 22.72 | 1.14 | 33.47 | 41.97 | 11.36 | 23.1 | |
| GSTARModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 26.52 | 1.32 | 38.05 | 50.65 | 13.26 | 21.46 | |
| NBeatsModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 26.95 | 0.59 | 40.73 | 50.63 | 13.53 | 20.35 | |
| DeepARModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 37.22 | 1.91 | 46.02 | 60.68 | 32.96 | 28.18 | |
| GpGpModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 37.52 | 1.9 | 45.3 | 61.4 | 18.76 | 28.07 | |
| LSTMModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 38.42 | 1.96 | 48.37 | 62.41 | 19.21 | 25.48 | |
| ARIMAModel Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 52.62 | 2.58 | 59.81 | 74.27 | 12.98 | 34.68 | |
| STGCNModel Category=Spatio-Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 65.81 | 1.75 | 70.13 | 85.88 | 15.47 | 52.28 | |
| Trans.Model Category=Temporal Model, Forecasting Horizon=30 day-ahead2026.05 | 71.92 | 4.22 | 73.1 | 94.89 | 14.38 | 64.54 |