Table 7 Performance result for XGBoost of air pollution modelling with MBB-RW resampling approach.

From: Modified resampling strategy for extreme values in imbalanced air pollution data using moving block bootstrapping approach with relevance weighting (MBB-RW)

Performance Indicator

Overall air pollution dataset with MBB-RW resampling approach

Normal event

Extreme event

RMSE

18.4400

16.8257

39.1846

MAE

13.1567

12.3299

27.1082

N

82,416 (split 20% for testing = 16484)

15,715

769

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