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Understanding the social evolution of the Java community in Stack Overflow: A 10-year study of developer interactions

机译:在Stack Overflow中了解Java社区的社会发展:开发人员交互的十年研究

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摘要

Today, Social Media is a key information source for a wide range of domains as a means to gain a better understanding of information flows and user communities. This work introduces a methodology combining machine learning and graph mining approaches to address relevant aspects of quality of service and user intrinsic motivation from the user's perspective. The focus of the present analysis is set on the social interactions among software developers via Stack Overflow. Over the last 10 years, software developers have become intensively involved in knowledge sharing and platforms such as Stack Overflow have accumulated a lot of development data and knowledge. The proposed methodology is applied to explore the social dynamics of the Java programming language community and bring forward relevant, non-trivial knowledge about developer interests, information flows and user engagement and reputation. The ultimate aim is to improve question preparation towards better question routing and voting outcome.
机译:如今,社交媒体已成为广泛领域的重要信息来源,是一种更好地了解信息流和用户社区的方式。这项工作介绍了一种结合了机器学习和图挖掘方法的方法,以从用户的角度解决服务质量和用户内在动机的相关方面。当前分析的重点放在通过Stack Overflow在软件开发人员之间的社交互动上。在过去的十年中,软件开发人员已广泛参与知识共享,并且诸如Stack Overflow之类的平台已经积累了许多开发数据和知识。所提出的方法论可用于探索Java编程语言社区的社会动态,并提供有关开发人员兴趣,信息流以及用户参与度和声誉的相关的,不重要的知识。最终目的是改善问题准备,以更好地解决问题和投票结果。

著录项

  • 来源
    《Future generation computer systems》 |2020年第4期|446-454|共9页
  • 作者

  • 作者单位

    ESEI - Department of Computer Science University of Vigo Edificio Politecnico Campus Universitario As Lagoas S/N 32004 Ourense Spain CINBIO - Centro de Investigaciones Biomedicas University of Vigo Campus Universitario Lagoas-Marcosende 36310 Vigo Spain SING Research Group Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-UVIGO Vigo Spain;

    ESEI - Department of Computer Science University of Vigo Edificio Politecnico Campus Universitario As Lagoas S/N 32004 Ourense Spain CINBIO - Centro de Investigaciones Biomedicas University of Vigo Campus Universitario Lagoas-Marcosende 36310 Vigo Spain SING Research Group Galicia Sur Health Research Institute (IIS Galicia Sur) SERGAS-UVIGO Vigo Spain CEB - Centre of Biological Engineering University of Minho Campus de Gualtar 4710-057 Braga Portugal;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    QA platforms; Stack Overflow; Java; Quality of service; Community analysis; Machine learning;

    机译:问答平台;堆栈溢出;Java;服务质量;社区分析;机器学习;

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