Future of Time Series Anomaly Detection: From Historical Review to Unified Outlook.

arXiv:2610.30628v1 Announce Type: cross Abstract: Time series anomaly detection (TSAD) is a foundational problem in data mining, aiming to identify observations that deviate significantly from nominal temporal patterns. Driven by escalating data volumes and ap