Fault sensitivity index-based multi-objective testcase prioritization

Kamal Garg, Shashi Shekhar
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Abstract

Test case prioritization (TCP) is a regression technique that sequences test cases by assigning priority based on specific criteria defined by software testers. Various parameters, such as code coverage, statement coverage, and method coverage, are utilized in Test Case Prioritization (TCP), wherein metaheuristic techniques are widely employed to determine the optimal order of test cases based on these specified parameters. However, simply applying these techniques does not ensure the satisfaction of all the needs of software testers. This paper introduces an empirical study that employs the multi-objective test case prioritization (MOTCP) technique to prioritize the test cases based on target points defined by software testers. The study calculates a Software Complexity Index (SCI) at the code level, identifying fault-prone areas. Furthermore, a Test-case Complexity Index (TCI) is also used for prioritization. The proposed technique incorporates various target points defined by the software tester to calculate SCI and TCI, which serve as our main objectives for TCP. A detailed analysis is also performed to examine the impact of these target points on the generated optimal order of test cases. Finally, the proposed model is compared with other state-of-the-art techniques across various evaluation parameters.
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基于故障敏感度指数的多目标测试案例优先级排序
测试用例优先级排序(TCP)是一种回归技术,它根据软件测试人员定义的特定标准分配优先级,对测试用例进行排序。在测试用例优先级排序(TCP)中使用了各种参数,如代码覆盖率、语句覆盖率和方法覆盖率,其中广泛使用了元启发式技术来根据这些指定参数确定测试用例的最佳顺序。然而,仅仅应用这些技术并不能确保满足软件测试人员的所有需求。本文介绍了一项实证研究,该研究采用多目标测试用例优先级排序(MOTCP)技术,根据软件测试人员定义的目标点排定测试用例的优先级。该研究计算了代码级的软件复杂性指数(SCI),确定了故障易发区域。此外,测试用例复杂性指数(TCI)也用于确定优先级。建议的技术结合了软件测试人员定义的各种目标点来计算 SCI 和 TCI,这也是我们 TCP 的主要目标。我们还进行了详细分析,研究这些目标点对生成的测试用例最佳顺序的影响。最后,在各种评估参数方面,将所提出的模型与其他最先进的技术进行了比较。
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