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PBURC: a patterns-based, unsupervised requirements clustering framework for distributed agile software development

机译:PBURC:用于分布式敏捷软件开发的基于模式的,无监督的需求集群框架

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摘要

Agile software development methodologies are increasingly adopted by organizations because they focus on the client's needs, thus safeguarding business value for the final product. At the same time, as the economy and society move toward globalization, more organizations shift to distributed development of software projects. From this perspective, while adopting agile techniques seems beneficial, there are still a number of challenges that need to be addressed; among these notable is the effective cooperation between the stakeholders and the geographically distributed development team. In addition, data collection and validation for requirements engineering demands efficient processing techniques in order to handle the volume of data as well as to manage different inconsistencies, when the data are collected using online tools. In this paper, we present "PBURC," a patterns-based, unsupervised requirements clustering framework, which makes use of machine-learning methods for requirements validation, being able to overcome data inconsistencies and effectively determine appropriate requirements clusters for optimal definition of software development sprints.
机译:敏捷软件开发方法越来越被组织采用,因为它们专注于客户的需求,从而维护了最终产品的商业价值。同时,随着经济和社会向全球化发展,越来越多的组织转向软件项目的分布式开发。从这个角度来看,虽然采用敏捷技术似乎是有益的,但仍然需要解决许多挑战。其中值得注意的是利益相关者与地理分布的开发团队之间的有效合作。另外,当使用在线工具收集数据时,需求工程的数据收集和验证需要有效的处理技术,以便处理数据量以及管理不同的不一致情况。在本文中,我们提出了“ PBURC”,它是一种基于模式的,无监督的需求聚类框架,该框架利用机器学习方法进行需求验证,能够克服数据不一致之处,并有效地确定适当的需求聚类,从而优化软件开发的定义。冲刺。

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