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