<span lang="EN-US">Now days, the analysis of behavior cardholders is one important fields in electronic payment. This kind helps to extract behavioral and transaction profile patterns that can help financial systems better protect their customers. In this paper, we propose an intelligent machine learning (ML) system for rules generation. It based on a hybrid approach using rough set theor...