An Empirical Analysis of Vulnerabilities in OpenSSL and the Linux Kernel

摘要

Vulnerabilities are one of the main concerns faced by practitioners when working with security critical applications. Unfortunately, developers and security teams, even experienced ones, fail to identify many of them with severe consequences. Vulnerabilities are hard to discover since they appear in various forms, caused by many different issues and their identification requires an attacker's mindset. In this paper, we aim at increasing the understanding of vulnerabilities by investigating their characteristics on two major open-source software systems, i.e., the Linux kernel and OpenSSL. In particular, we seek to analyse and build a profile for vulnerable code, which can ultimately help researchers in building automated approaches like vulnerability prediction models. Thus, we examine the location, criticality and category of vulnerable code along with its relation with software metrics. To do so, we collect more than 2,200 vulnerable files accounting for 863 vulnerabilities and compute more than 35 software metrics. Our results indicate that while 9 Common Weakness Enumeration (CWE) types of vulnerabilities are prevalent, only 3 of them are critical in OpenSSL and 2 of them in the Linux kernel. They also indicate that different types of vulnerabilities have different characteristics, i.e., metric profiles, and that vulnerabilities of the same type have different profiles in the two projects we examined. We also found that the file structure of the projects can provide useful information related to the vulnerabilities. Overall, our results demonstrate the need for making project specific approaches that focus on specific types of vulnerabilities.