An Efficient Variant of One-Class SVM with Lifelong Online Learning Guarantees

Joe Suk, Samory Kpotufe

We study outlier (a.k.a., anomaly) detection for single-pass non-stationary streaming data. In the well-studied offline or batch outlier detection problem, traditional methods such…