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Factorization Machines Steffen Rendle Department of Reasoning for Intelligence The Institute of Scientific and Industrial Research Osaka University, Japan rendle@ar.sanken.osaka-u.ac.jp Abstract—In this paper, we introduce Factorization Machines (FM) which are a new model class that combines the advantages of Support Vector Machines (SVM) with factorization models. Like SVMs, FMs are a general pre