Forecasting on PM10 Mumbai (OCT-NOV-DEC)
31.56MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 31.56 | 40 | 1.63 | 32.9 | 21.43 | 25.89 | |
| TransformerForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 32.31 | 42.14 | 1.98 | 36.38 | 14.33 | 23.76 | |
| GpGpForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 34.59 | 41.85 | 1.78 | 34.13 | 17.3 | 26.57 | |
| ARIMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 38.31 | 45.72 | 1.99 | 38.28 | 22.27 | 27.45 | |
| STGCNForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 43.51 | 51.24 | 1.21 | 43.36 | 22.88 | 30.69 | |
| DeepARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 51.57 | 60.25 | 2.69 | 53.42 | 17.54 | 41.3 | |
| LSTMForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 56.2 | 66.71 | 2.94 | 61.76 | 28.1 | 39.87 | |
| NBeatsForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 65.43 | 80.26 | 1.47 | 77.38 | 51.37 | 48.64 | |
| GSTARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 91.7 | 103.81 | 4.8 | 127.56 | 45.85 | 76.25 | |
| STARMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 93.91 | 105.52 | 4.89 | 133.29 | 46.96 | 68.08 |