Payment cards offer a simple and convenient method for making purchases. Owing to the increase in usage of payment cards, especially online purchases, fraud cases are on rise. The rise creates financial risk uncertainty, as commercial sector, it incurs billions losses each year. However, real transaction records that can facilitate development effective predictive models detection difficult obt...