基于主题建模和网络分析的在线盲人程序员社区研究

Jaihyun Park, JooYoung Seo, Jae Young Lee
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引用次数: 0

摘要

许多工作都在强调盲人程序员的可访问性挑战。然而,对于盲人程序员如何互相帮助解决问题,人们知之甚少。我们提出了一种数据驱动的方法来探索盲人程序员社区中用户的协作解决问题。从2004年到2022年,我们收集了778名用户的8344个纵向电子邮件线程,以观察盲人程序员之间协作解决问题的动态。我们基于嵌入的主题建模和分类网络分析表明,盲人程序员的知识在提问和回答问题时存在分歧。我们的研究结果还表明,在第一年的活动中拥有高集群水平的用户和成员更有可能与其他不同角色的成员互动。我们的论文通过介绍对一个独特的盲人程序员社区的首次大规模研究,为社会计算领域做出了贡献。
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Exploring an Online Community of Blind Programmers by Using Topic Modeling and Network Analysis
ABSTRACT Much work has been carried out to highlight the accessibility challenges of blind programmers. Yet, relatively little has been known about how blind programmers help each other to solve problems. We present a data‐driven approach to explore collaborative problem‐solving of users in the Program‐l community of, by, and for blind programmers. We collected 8,344 longitudinal email threads from 778 users from 2004 through 2022 to observe the dynamics of collaborative problem‐solving among blind programmers. Our embedding‐based topic modeling and assortativity network analysis reveal that the knowledge of blind programmers diverges between when asking and answering questions. Our findings also suggest that users who have a high cluster level in the first year of activity and members are more likely to interact with other members with different roles. Our paper contributes to the field of social computing by introducing the first large‐scale study of a unique community of blind programmers.
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来源期刊
Proceedings of the Association for Information Science and Technology
Proceedings of the Association for Information Science and Technology Social Sciences-Library and Information Sciences
CiteScore
1.30
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0.00%
发文量
164
期刊介绍: Information not localized
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