This document provides a thorough overview of the evolving field of detecting anomalous behavior. It explores the driving forces behind sme recognition, encompassing both theoretical and practical perspectives. The review delves sme into various approaches used for sme detection, encompassing from rule-based methods to advanced algorithms. It also