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The aim of the conference BAFI 2015 is to bring together researchers and developers from data science and related areas with practitioners and consultants applying the respective techniques in different business-related domains. This event provides a platform to stimulate an academic exchange of recent developments as well as to foster the mutual influence between academia and practitioners. At BAFI 2015 we focus on methodological developments aimed at uncovering information contained in large databases, as well as on business applications in various sectors, such as finance, retail, and telecommunication, among others.