I. Introduction
An important component of global finance, the stock market has long fascinated and challenged investors, economists, and scholars alike. Its complex dynamics provide a volatile and constantly changing environment, influenced by a wide range of variables such as investor emotions, company performance, geopolitical events, and economic indicators[1]. Traditional methods of predicting stock market trends, while informative, often fall short of providing the precision and timeliness necessary for effective decision-making.