Time-series forecasting on Delhi PM10 (NOV-DEC)
73.43MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRForecasting horizon=60-day ahead, Model category=Proposed2026.05 | 73.43 | 96.63 | 1.7 | 21.21 | 36.72 | 55.74 | |
| ARIMAForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 114.94 | 139.63 | 1.71 | 35 | 87.31 | 180.03 | |
| NBeatsForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 156.01 | 177.83 | 2.3 | 52.3 | 121.19 | 209.88 | |
| STGCNForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 164.65 | 191.68 | 2.43 | 54.6 | 146.36 | 219.38 | |
| GpGpForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 186.24 | 208.7 | 2.71 | 64.9 | 134.06 | 215.31 | |
| GSTARForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 188.63 | 210.06 | 2.79 | 72 | 148.22 | 219.38 | |
| Trans.Forecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 202.89 | 226.8 | 2.97 | 72.6 | 162.18 | 220.48 | |
| STARMAForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 204.62 | 226.54 | 3 | 81.9 | 160.86 | 216.08 | |
| DeepARForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 338.54 | 353.46 | 5.01 | 175.8 | 270.84 | 220.48 | |
| LSTMForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 342.22 | 356.98 | 5.07 | 179.8 | 273.77 | 220.48 |