A benchmark of imputation and classification models on Dublin PM2.5 data reports high F1/accuracy, but the metrics are dominated by the majority class and potentially leaky nearest-station features.
Temporal evolution of pm2.5 levels and covid-19 mortality in europe for the 2020–2022 period,
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Comparative Analysis of Machine Learning-Based Imputation Techniques for Air Quality Datasets with High Missing Data Rates
A benchmark of imputation and classification models on Dublin PM2.5 data reports high F1/accuracy, but the metrics are dominated by the majority class and potentially leaky nearest-station features.