使用词嵌入来分析受众效应和家长的个体差异Subreddits
Melody Sepahpour-Fard1,2, Michael Quayle3,4,5, Maria Schuld6
1Science Foundation Ireland Centre for Research Training in Foundations of Data Science, Limerick, Ireland.
概括
在单一性别与混合性别的在线团体中,家长的语言有所不同. 母亲专注于特定的育儿主题,而父亲提供教育建议,高自我监测者适应群体规范.
科学领域:
- 计算社会科学 计算社会科学
- 语言学的语言学.
- 社会学 社会学 社会学
背景情况:
- 众所周知,听众对语言的影响很大,但对自然语言适应性的大规模研究很少.
- 在线育儿讨论为研究性别和受众影响提供了一个独特的背景.
研究的目的:
- 调查在特定性别与混合性别的在线育儿社区中,母亲和父亲之间的语言使用如何不同.
- 探索自我监测对这些社区语言适应的影响.
主要方法:
- 使用词嵌入的Reddit育儿子reddit (r/Daddit,r/Mommit,r/Parenting) 的用户帖子的分析.
- 用户标记和词标记相似性的测量.
- 考虑自我监测中的个人差异.
主要成果:
- 在混合性别环境中,母亲和父亲表现出类似的讨论模式,尽管父亲倾向于教育和家庭咨询.
- 单一性别的Subreddits显示了更专业的讨论:r/Mommit中的母亲专注于医疗保健,睡眠和养.
- 较高的自我监测,特别是在r/Parenting方面,显示出更高的符合Subreddit特定的讨论规范.
结论:
- 性别和受众在线育儿论坛中显著影响了语言的使用.
- 在线社区促进基于性别和自我监控倾向的独特沟通模式.
- 未来的研究可以利用计算方法进一步了解在线社会互动的细微差别.
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