Rule Extraction in Unsupervised Anomaly Detection for Model Explainability: Application to OneClass SVM

Alberto Barbado, Óscar Corcho, Richard Benjamins

OneClass SVM is a popular method for unsupervised anomaly detection. As many other methods, it suffers from the black box problem: it is difficult to justify, in an intuitive and s…