Large-scale machine learning-based malware detection: confronting the "10-fold cross validation" scheme with reality

Kevin Allix, Tegawendé F. Bissyandé, Quentin Jérome, Jacques Klein, Radu State, Yves Le Traon. Large-scale machine learning-based malware detection: confronting the "10-fold cross validation" scheme with reality. In Elisa Bertino, Ravi S. Sandhu, Jaehong Park, editors, Fourth ACM Conference on Data and Application Security and Privacy, CODASPY'14, San Antonio, TX, USA - March 03 - 05, 2014. pages 163-166, ACM, 2014. [doi]

Abstract

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