Forecasting on PM10 Mumbai JAN-FEB-MAR
28.81MAETransformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TransformerForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 28.81 | 33.9 | 1.66 | 27.01 | 11.2 | 19.6 | |
| GpGpForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 34.53 | 41.17 | 1.75 | 31.11 | 17.27 | 27.23 | |
| ARIMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 36.31 | 42.77 | 1.73 | 32.09 | 17.86 | 27.15 | |
| STGCNForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 39.29 | 46.39 | 1.01 | 34.37 | 20.04 | 29.27 | |
| GCSVRForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 40.19 | 47.87 | 1.96 | 37.42 | 23.39 | 31.39 | |
| NBeatsForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 48.29 | 63.55 | 1.04 | 50.72 | 36.36 | 35.32 | |
| DeepARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 54.26 | 63.18 | 2.74 | 57.62 | 10.3 | 45.57 | |
| GSTARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 56.8 | 66.24 | 2.87 | 65.81 | 28.4 | 44.06 | |
| LSTMForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 57.09 | 66.9 | 2.88 | 63.38 | 28.54 | 44.47 | |
| STARMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 61.21 | 70.98 | 3.07 | 73.53 | 30.61 | 43.54 |