This book constitutes the refereed proceedings of the 21st International Symposium on Methodologies for Intelligent Systems, ISMIS 2014, held in Roskilde, Denmark, in June 2014. The papers are organized in topical sections on complex networks and data stream mining; special session: challenges in text mining and semantic information retrieval;