AirQuality
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Prequential classification | AirQuality | Cohen's Kappa (Start)0.43 | 15 | |
| Continual Learning | AirQuality | Average Accuracy44 | 15 | |
| Causal Discovery | AirQuality real-world | F1 Score45 | 10 | |
| Feature Selection | AIRQUALITY | Fidelity100.21 | 10 | |
| Imputation | AirQuality | MSE0.21 | 8 | |
| Time Series Imputation | AirQuality MNAR averaged across missing ratios (test) | MSE0.21 | 8 | |
| Stream Classification | AirQuality (AQ) | Start Stage 1 Score43 | 4 | |
| Data Stream Classification | AirQuality (AQ) 50 configurations | Performance Score (Start Stage 1)71 | 4 | |
| Regression | AirQuality real-world (Out-of-support) | MSE0.1381 | 4 | |
| Regression | AirQuality real-world (In-distribution) | MSE0.3175 | 4 | |
| Imputation | AirQuality MCAR 10/50/90% avg (test) | Metric- | 0 |
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