Consensus across univariate z-scores, Mahalanobis distance, Isolation Forest, Local Outlier Factor, and One-Class SVM identifies consistent multivariate outliers among European regions that reflect real structural differences rather than data errors.
Regional differentiation in europe: A multivariate analysis of socio-economic structures.European Planning Studies, 28(10):1983–2005
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Unsupervised Machine Learning for Detecting Structural Anomalies in European Regional Statistics
Consensus across univariate z-scores, Mahalanobis distance, Isolation Forest, Local Outlier Factor, and One-Class SVM identifies consistent multivariate outliers among European regions that reflect real structural differences rather than data errors.