This document provides a in-depth overview of the evolving field of detecting anomalous behavior. It explores the driving forces behind sme identification, encompassing both theoretical and practical dimensions. The review delves into various techniques used for sme detection, ranging from rule-based methods to deep learning. It also discusses the