摘要
开源软件中如何真实评估所有开发者的贡献度并有效区分核心开发者和外围开发者,是一个重要的研究问题.通过设计开发文件的贡献度分配算法,以9个Apache项目为基础,分析了开发者对项目的贡献度,并以此有效地区分核心开发者和外围开发者.实验结果通过Apache官方主页公布的开发者地位名单进行考证,同时在真实名单的相似度上与传统评估方案进行了比较,验证了算法的实用性和有效性.最后,通过支持向量机建立分类模型,结合不同影响开发者地位的关键因素,提升了开发者分类的精确度.
How to authentically evaluate the contribution of developers and distinguish the core developers and the peripheral developers in the open source software is an important research question. Based on the analysis of 9 Apache projects, the developers' contribution to the project can be analyzed by designing the contribution allocation algorithm for project files, which also contributes to effectively distinguish the core developers and the peripheral developers. The feasibility and accuracy of the proposed algorithm are verified by checking the list of official developers' regions and comparing different traditional evaluation schemes on the similarity of the real list. Finally, the classification model of the support vector machine is established, and the accuracy of the developer classification is improved by combining the key factors that affect the role of the developers.
作者
吴哲夫
朱天潼
宣琦
余跃
WU Zhe-Fu;ZHU Tian-Tong;XUAN Qi;YU Yue(College of Information Engineering,Zhejiang University of Technology,Hangzhou 310023,China;College of Computer,National University of Defense Technology,Changsha 410073,China)
出处
《软件学报》
EI
CSCD
北大核心
2018年第8期2272-2282,共11页
Journal of Software
基金
国家重点研发计划(2016YFB1000805)
国家自然科学基金(61572439
61702534
61273212)
浙江省自然科学基金(LY18F010025
LY18F030021)~~
关键词
开源软件
核心开发者
外围开发者
贡献分配
支持向量机
open source software
core developer
peripheral developer
contribution allocation
support vector machine