基于错误传播分析的频谱安全漏洞定位

Meng-Yu Ji, Song Huang, Zhan-wei Hui
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引用次数: 0

摘要

软件安全漏洞是软件系统安全的主要威胁之一。隔离可能是潜在安全性错误的安全性错误非常重要。本文提出了一种基于程序错误传播的模型(PEP),并将其应用于整数型错误的定位,主要有以下贡献:基于安全错误触发程序错误传播的机理建立了理论模型,并提出了一种基于频谱的错误定位(SFL)技术的安全错误定位方法,这是一种新的软件故障定位方法,可以缓解误报和误报问题。实验结果表明:1)平均检查50%的代码,我们的模型比现有的模型更有效地定位了近97%的整数错误和缓冲区溢出,这是主要的安全漏洞;2)与传统技术相比,SFL可以100%地发现整数错误和缓冲区溢出,因此它是一种很有前途的技术路线,可以减少定位安全漏洞的假阴性和假阳性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spectrum-based Security Bug Localization by Analyzing Error Propagation
Software security bug is one of the key threats to the security of software systems. Isolating security bugs that may be potential security bugs is important. We formalize a program error propagation based model (PEP), which used to be applied to locate integer bug and our contribution are as follows: We formulate a theory model based on the mechanism of how the security bug triggers the program error propagation and propose a security bug localization approach by applying spectrum-based fault-localization (SFL) technique, a novel method to locate software fault to alleviate false negative and false positive problem. Our experimental results show that:1)Our model is more effective than present ones to locate nearly 97% integer bug and buffer overflow which are the main security bugs by examining 50% codes on average; 2) Compared with the traditional techniques, SFL can find 100% of integer bugs and buffer overflow so it is a promising, technology roadmap to reduce false negative and false positive for locating security bugs.
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