分析大型社交媒体群体的策略:采样和关键词提取方法
Antonio Moreno-Ortiz1, María García-Gámez1
1Department of English, French and German Philology, University of Málaga, Málaga, Spain.
概括
从COVID-19大流行中管理大型社交媒体公司需要有效的方法. 本研究评估了采样和关键词提取技术,以有效分析Twitter上公众论.
科学领域:
- 社会科学 社会科学 社会科学
- 计算语言学 计算语言学
- 公共卫生 公共卫生
背景情况:
- 像Twitter这样的社交媒体平台对于在流行病期间的信息交换至关重要.
- 来自社交媒体的大型企业给研究人员带来了数据管理的挑战.
研究的目的:
- 为管理大型社交媒体公司提供方法和实践指导.
- 为了比较不同数据处理技术对社交媒体数据的效率和有效性.
主要方法:
- 不同样本大小和采样方法的对比,用于库管理.
- 评估传统语料库语言学的关键词提取与基于图形的自然语言处理技术.
主要成果:
- 评估在不同样本大小的情况下实现类似分析结果的可行性.
- 确定不同关键词提取方法的有效性,以表示语料库主题.
结论:
- 现有有效的策略用于对大型社交媒体数据集进行定量和定性分析.
- 该研究为研究人员提供了与大规模社交媒体公司打交道的实用解决方案.
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