This document provides a in-depth overview of the evolving field of detecting anomalous behavior. It explores the motivations behind sme identification, encompassing both theoretical and practical aspects. The review delves into various approaches used for sme detection, ranging from machine learning-based methods to advanced algorithms. It also di