推荐开发者协作网络中的人员

Didi Surian, Nian Liu, D. Lo, Hanghang Tong, Ee-Peng Lim, C. Faloutsos
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引用次数: 53

摘要

许多软件开发涉及全球开发人员的协作。对于开源和闭源开发工作都是如此。开发人员在不同类型的不同项目上进行协作。与任何其他团队合作一样,在开发团队中找到成员之间的兼容性有助于实现团队目标。兼容的成员倾向于共享相似的编程风格和命名策略,彼此之间沟通良好,等等。然而,找到合适的人一起工作并不是一件容易的事。在这项工作中,我们从Source forge中提取可用的信息。Net,最大的开源软件数据库,并构建由开发人员、项目和项目属性信息组成的开发人员协作网络。基于输入开发者,我们会根据他们的编程语言技能,过去的项目和他们之前工作过的项目类别,通过随机漫步和重新启动过程,推荐一份最兼容的顶级开发者列表。我们的定量和定性实验表明,我们能够从Source forge的快照中推荐合理的开发人员候选人。网由数以万计的开发商和项目组成,以及数以百计的项目物业。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Recommending People in Developers' Collaboration Network
Many software developments involve collaborations of developers across the globe. This is true for both open-source and closed-source development efforts. Developers collaborate on different projects of various types. As with any other teamwork endeavors, finding compatibility among members in a development team is helpful towards the realization of the team's goal. Compatible members tend to share similar programming style and naming strategy, communicate well with one another, etc. However, finding the right person to work with is not an easy task. In this work, we extract information available from Source forge. Net, the largest database of open source software, and build developer collaboration network comprising of information on developers, projects, and project properties. Based on an input developer, we then recommend a list of top developers that are most compatible based on their programming language skills, past projects and project categories they have worked on before, via a random walk with restart procedure. Our quantitative and qualitative experiments show that we are able to recommend reasonable developer candidates from snapshots of Source forge. Net consisting of tens of thousands of developers and projects, and hundreds of project properties.
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