Ali, S. et al. 2026. COMPARATIVE ANALYSIS OF CNN FOR FINANCIAL FRAUD DETECTION ON TABULAR TRANSACTION DATA. Science Journal of University of Zakho. 14, 3 (Jul. 2026), 494–503. DOI:https://doi.org/10.25271/sjuoz.2026.14.3.1882.