“The Paradigm Shift in Financial Intelligence: From High-Frequency Data Microstructure to Semantic Knowledge Representation”. 2026. Journal of Technology, Culture & Sustainability 2 (1): 52-62. https://westminstersp.com/index.php/JTCS/article/view/26.