自适应随机测试比随机测试提供更高的置信度吗?

T. Chen, Fei-Ching Kuo, Huai Liu, W. E. Wong
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引用次数: 14

摘要

随机测试(RT)是一种基本的软件测试技术。由于相邻的测试用例倾向于导致类似的执行行为,自适应随机测试(ART)被提出作为RT的增强,它强制随机测试用例均匀地分布在输入域中。ART一直从故障检测能力的角度与RT进行比较。先前的研究表明,ART可以比RT使用更少的测试用例来检测第一个软件故障。在本文中,我们旨在从基于程序的覆盖率的角度比较ART和RT。我们的实验结果表明,给定相同数量的测试用例,ART通常比RT具有更高的覆盖率。总之,ART不仅在故障检测能力方面优于RT,而且在基于程序的覆盖的完全性方面优于RT。因此,即使在没有发现故障的情况下,ART也比RT提供了对被测软件更高的信心。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Does Adaptive Random Testing Deliver a Higher Confidence than Random Testing?
Random testing (RT) is a fundamental software testing technique. Motivated by the rationale that neighbouring test cases tend to cause similar execution behaviours, adaptive random testing (ART) was proposed as an enhancement of RT, which enforces random test cases evenly spread over the input domain. ART has always been compared with RT from the perspective of the failure-detection capability. Previous studies have shown that ART can use fewer test cases to detect the first software failure than RT. In this paper, we aim to compare ART and RT from the perspective of program-based coverage. Our experimental results show that given the same number of test cases, ART normally has a higher percentage of coverage than RT. In conclusion, ART outperforms RT not only in terms of the failure-detection capability, but also in terms of the thoroughness of program-based coverage. Therefore, ART delivers a higher confidence of the software under test than RT even when no failure has been revealed.
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