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Real-world data mining is a complex problem-solving system. In real data mining applications, more and more researchers realized the need from traditional data mining to knowledge discovery to deliver useful knowledge for the business decision-making. Thus, actionable knowledge discovery is introduced during the context. This study draws on analysis of the applications of actionable knowledge discovery and draws conclusions for researchers about its applications in future.