Time series one class classification: a systematic review of methods, applications, and challenges

Time series one-class classification (TS-OCC) has become an important machine learning paradigm for detecting anomalies and verifying patterns in domains where abnormal data are scarce or difficult to label, such as precision manufacturing, healthcare monitoring, finance, and cybersecurity. Unlike t