A Theoretical Study: The Impact of Cloning Failed Test Cases on the Effectiveness of Fault Localization

Yichao Gao, Zhenyu Zhang, Long Zhang, Cheng Gong, Zheng Zheng
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引用次数: 15

Abstract

Statistical fault localization techniques analyze the dynamic program information provided by executing a large number of test cases to predict fault positions in faulty programs. Related studies show that the extent of imbalance between the number of passed test cases and that of failed test cases may reduce the effectiveness of such techniques, while failed test cases can frequently be less than passed test cases in practice. In this study, we propose a strategy to generate balanced test suite by cloning the failed test cases for suitable number of times to catch up with the number of passed test cases. We further give an analysis to show that by carrying out the cloning the effectiveness of two representative fault localization techniques can be improved under certain conditions and impaired at no time.
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克隆失败测试用例对故障定位有效性影响的理论研究
统计故障定位技术通过执行大量的测试用例,分析程序提供的动态信息,预测故障程序中的故障位置。相关研究表明,通过的测试用例和失败的测试用例数量之间的不平衡程度可能会降低这种技术的有效性,而在实践中,失败的测试用例经常少于通过的测试用例。在本研究中,我们提出了一种策略,通过克隆失败的测试用例的适当次数来生成平衡的测试套件,以赶上通过的测试用例的数量。进一步分析表明,通过克隆,两种具有代表性的故障定位技术的有效性在一定条件下可以得到提高,而在任何时候都不会受到损害。
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