提高故障检测能力的多样性感知突变充分性准则

Donghwan Shin, S. Yoo, Doo-Hwan Bae
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引用次数: 11

摘要

许多现有的测试技术采用多样性作为测试选择和优先排序的重要标准。然而,突变充分性已经满足于仅仅最大化被杀死的突变体的数量。我们提出了一个新的突变充分性标准,该标准考虑了测试和突变体之间关系的多样性,以及突变体是否被杀死。直观地说,这个标准是基于这样一种观念,即可以通过杀死突变体的一系列测试来区分突变体。根据我们的标准,如果测试套件根据它们的杀死模式区分了所有的突变体,那么测试套件就被认为是足够的。我们的假设是,仅仅通过使用更强的充分性标准,就有可能提高适当突变测试套件的故障检测能力。经验评估选择测试,为现实世界的应用使用提出的突变充分性准则来检验我们的假设。结果表明,对于真实世界的故障,与传统标准的测试套件相比,适合我们标准的测试套件可以将故障检测成功率提高76.8个百分点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Diversity-Aware Mutation Adequacy Criterion for Improving Fault Detection Capability
Many existing testing techniques adopt diversity as an important criterion for the selection and prioritization of tests. However, mutation adequacy has been content with simply maximizing the number of mutants that have been killed. We propose a novel mutation adequacy criterion that considers the diversity in the relationship between tests and mutants, as well as whether mutants are killed. Intuitively, the proposed criterion is based on the notion that mutants can be distinguished by the sets of tests that kill them. A test suite is deemed adequate by our criterion if the test suite distinguishes all mutants in terms of their kill patterns. Our hypothesis is that, simply by using a stronger adequacy criterion, it is possible to improve fault detection capabilities of mutation-adequate test suites. The empirical evaluation selects tests for real world applications using the proposed mutation adequacy criterion to test our hypothesis. The results show that, for real world faults, test suites adequate to our criterion can increase the fault detection success rate by up to 76.8 percentage points compared to test suites adequate to the traditional criterion.
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