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Generalized Software Reliability Model Considering Uncertainty and Dynamics: Model and Applications

机译:考虑不确定性和动态性的通用软件可靠性模型:模型和应用

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Today's development environment has changed drastically; the development periods are shorter than ever and the number of team members has increased. Consequently, controlling the activities and predicting when a development will end are difficult tasks. To adapt to changes, we propose a generalized software reliability model (GSRM) based on a stochastic process to simulate developments, which include uncertainties and dynamics such as unpredictable changes in the requirements and the number of team members. We assess two actual datasets using our formulated equations, which are related to three types of development uncertainties by employing simple approximations in GSRM. The results show that developments can be evaluated quantitatively. Additionally, a comparison of GSRM with existing software reliability models confirms that the approximation by GSRM is more precise than those by existing models.%fault prediction; project management; Software reliability models
机译:今天的开发环境发生了巨大变化。开发周期比以往任何时候都短,团队成员的数量也有所增加。因此,控制活动并预测开发何时结束是艰巨的任务。为了适应变化,我们提出了一种基于随机过程的通用软件可靠性模型(GSRM),以模拟开发过程,其中包括不确定性和动态性,例如需求和团队成员数量的不可预测的变化。我们使用公式化公式评估了两个实际数据集,这些公式通过使用GSRM中的简单近似值与三种类型的开发不确定性相关。结果表明,可以定量评估发展。此外,通过将GSRM与现有软件可靠性模型进行比较,可以确认GSRM的近似值比现有模型更精确。项目管理;软件可靠性模型

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    Department of Computer Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shijuku-ku, Tokyo, Japan;

    Department of Computer Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shijuku-ku, Tokyo, Japan,National Institute of Informatics, 2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo, Japan,System Information Co. Ltd., 1-7-3 Kachidoki, Chuo-ku, Tokyo, Japan;

    Department of Computer Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shijuku-ku, Tokyo, Japan;

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