Sparse episode identification in environmental datasets: The case of air quality assessment

► AQ forecasting formulated as a classification problem with skewed class distribution. ► Domain-specific requirements drive the modeling and assessment process. ► Rule-based classifiers are robust tools for AQ forecasting. ► ZCS-DM provides the best trade-off between model performance and understandability.