Time-series forecasting on Delhi PM10 (MAR-APR)
49.65MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRForecasting horizon=60-day ahead, Model category=Proposed2026.05 | 49.65 | 61.83 | 1.1 | 27.8 | 24.83 | 39.67 | |
| STGCNForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 54.37 | 65.85 | 1.27 | 30.45 | 24.67 | 77.98 | |
| GpGpForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 57.14 | 70.86 | 1.32 | 32.2 | 32.15 | 85.66 | |
| NBeatsForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 61.36 | 75.55 | 1.42 | 33.8 | 28.45 | 87.98 | |
| ARIMAForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 61.48 | 73.69 | 1.43 | 33.4 | 19.1 | 83.08 | |
| Trans.Forecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 62.63 | 78.19 | 1.39 | 35.8 | 45.14 | 95.51 | |
| GSTARForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 95.72 | 117.4 | 2.18 | 67.7 | 72.03 | 114.65 | |
| STARMAForecasting horizon=60-day ahead, Model category=Spatio-Temporal Model2026.05 | 103.94 | 125.97 | 2.35 | 76.3 | 79.35 | 115.24 | |
| DeepARForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 164.51 | 175.13 | 3.78 | 159.1 | 131.61 | 113.16 | |
| LSTMForecasting horizon=60-day ahead, Model category=Temporal Model2026.05 | 168.41 | 178.8 | 3.87 | 167.1 | 134.73 | 113.16 |