Time-series forecasting on Delhi PM10 (SEPT-OCT)
40.59MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRForecasting horizon=60-day ahead, Model category=Proposed2026.05 | 40.59 | 51.29 | 0.94 | 28.81 | 20.3 | 35.39 | |
| ARIMAForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 64.76 | 81.32 | 2.38 | 40.5 | 27.79 | 85.45 | |
| Trans.Forecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 67.84 | 87.21 | 2.5 | 42.7 | 38.93 | 92.85 | |
| GpGpForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 70.16 | 88.9 | 2.62 | 43.8 | 35.99 | 92.69 | |
| STGCNForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 74 | 89.91 | 2.74 | 44.8 | 29.03 | 91.66 | |
| NBeatsForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 77.56 | 97.58 | 2.88 | 47.9 | 42.61 | 101.6 | |
| GSTARForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 118.63 | 150.95 | 4.42 | 92 | 88.02 | 116.21 | |
| STARMAForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 119.55 | 151.29 | 4.44 | 93.7 | 89.79 | 115.41 | |
| DeepARForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 148.98 | 170.42 | 5.55 | 145.1 | 119.15 | 109.81 | |
| LSTMForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 153.86 | 174.76 | 5.74 | 156.2 | 123.08 | 109.81 |