Tag: sonar

An Efficient Variant of One-Class SVM with Lifelong Online Learning Guarantees arXiv:2512.11052v1 Announce Type: new Abstract: 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 as kernel One-Class SVM (OCSVM) are both computationally heavy and prone to large false-negative (Type II)…