As cryptocurrency is widely accepted and used, attendant illegal activities have attracted extensive attention, especially phishing scams, which bring great losses to both customers countries. From the perspective of crime prevention, early warning such behaviors significance. However, most existing studies focus on detecting scams that already occurred been reported. In addition, previous igno...