The mean TPR, FPR, accuracy and G-Mean for each classifier (using TF representation) as a function of the OpCode n-gram size. The performance of both the Naïve Bayes and the Boosted Naïve Bayes was worst for all n-gram sizes having the lowest mean TPR, accuracy and G-Mean and highest mean FPR. The mean accuracy, TPR and G-Mean of the 2-gram outperforms all the other n-grams with the lowest mean FPR for all classifiers.
Shabtai et al. Security Informatics 2012 1:1 doi:10.1186/2190-8532-1-1