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This article discusses the use of machine learning in data mining for knowledge discovery in the era of Big Data. It highlights the challenges of applying generic data mining technologies and the potential benefits of combining symbolic and non-symbolic approaches. The Special Issue welcomes original research articles and reviews in this field.