A Leave-One-Out Influence Statistic for Density-Based Outlier Detection

Aurélien Nicosia, Thierry Duchesne, Michel Carbon

We propose a density-based leave-one-out influence score for unsupervised outlier detection. The motivation is that outliers are naturally associated with regions of very small pro…