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Software testing optimization through test suite reduction using fuzzy clustering

机译:通过使用模糊聚类减少测试套件来优化软件测试

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Software testing is a most important but expensive activity. To get the most efficient and effective testing, test cases are designed on the basis of conditions. While designing test cases, many test cases are developed that are of no use or produced in duplicate. Exhaustive testing requires program execution with all possible combinations of values for program variables, which is impractical due to resource limitations. Redundant test cases or the test cases that are of no use, simply increases the testing effort and hence increases the cost. Our goal is to reduce the time spent in testing by reducing the number of test cases. For this we have incorporated fuzzy techniques to reduce the number of test cases so that more efficient and accurate results may be achieved. Fuzzy clustering is a class of algorithms for cluster analysis in which the allocation of similar test cases is done to clusters that would help in finding out redundancy incorporated by test cases. We proposed a methodology based on fuzzy clustering by which we can significantly reduce the test suite. The final test suite resulted from methodology will yield good results for conditions/path coverage.
机译:软件测试是最重要但昂贵的活动。为了获得最有效的测试,将根据条件设计测试用例。在设计测试用例时,开发了许多无用或重复生成的测试用例。详尽的测试要求程序执行时使用程序变量值的所有可能组合,由于资源限制,这是不切实际的。冗余测试用例或无用的测试用例只会增加测试工作量,从而增加成本。我们的目标是通过减少测试用例的数量来减少测试时间。为此,我们采用了模糊技术来减少测试用例的数量,以便获得更有效和准确的结果。模糊聚类是一类用于聚类分析的算法,其中将相似的测试用例分配给聚类,这将有助于找出测试用例所包含的冗余。我们提出了一种基于模糊聚类的方法,通过该方法可以显着减少测试套件。方法论得出的最终测试套件将在条件/路径覆盖范围内产生良好的结果。

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