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Objective: This paper aims to analyze the top ten vulnerabilities present in the Linux kernel and to classify them into different classes based on security metrics. Methods/Statistical Analysis: Comparative evaluation of different tree based, Bayesian and instance based classifiers w.r.t. three security metrics integrity impact, confidentiality impact and availability impact are presented. The performance of these classifiers is evaluated on the basis of accuracy. Findings: All classifiers aredoi:10.17485/ijst/2016/v9i48/105819 fatcat:acott3wke5aojoma2ulgkrw2b4