论文标题

软件工程中的预测模型:挑战和机遇

Predictive Models in Software Engineering: Challenges and Opportunities

论文作者

Yang, Yanming, Xia, Xin, Lo, David, Bi, Tingting, Grundy, John, Yang, Xiaohu

论文摘要

预测模型是在许多软件工程领域广泛应用的最重要技术之一。已经有大量的主要研究应用预测模型,并且在各种研究领域中提供了良好的研究和良好的研究,包括软件需求,软件设计和开发,测试和调试以及软件维护。本文是通过调查有关预测模型的139篇论文的机构,首次尝试系统地组织知识。我们描述了使用的关键模型和方法,对不同的模型进行了分类,总结了关键应用领域的范围,并分析了研究结果。根据我们的发现,我们还提出了一系列当前的挑战,这些挑战仍需要在未来的工作中解决,并为这些机会提供了拟议的研究路线图。

Predictive models are one of the most important techniques that are widely applied in many areas of software engineering. There have been a large number of primary studies that apply predictive models and that present well-preformed studies and well-desigeworks in various research domains, including software requirements, software design and development, testing and debugging and software maintenance. This paper is a first attempt to systematically organize knowledge in this area by surveying a body of 139 papers on predictive models. We describe the key models and approaches used, classify the different models, summarize the range of key application areas, and analyze research results. Based on our findings, we also propose a set of current challenges that still need to be addressed in future work and provide a proposed research road map for these opportunities.

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