情报科学 ›› 2024, Vol. 42 ›› Issue (12): 214-225.

• 综述 • 上一篇    

公共数据开放研究的主题热度演化趋势分析与预测

  

  • 出版日期:2024-12-05 发布日期:2025-06-27

  • Online:2024-12-05 Published:2025-06-27

摘要: 【目的/意义】公共数据开放是我国大数据发展过程中的首要任务,是为新时代赋能的重要研究领域之一。 【方法/过程】利用深度学习模型BERTopic进行主题识别,分析国内外公共数据开放研究的主题分类、关联和分布, 并分别对国内外热度上升放缓的研究主题和持续攀升的研究主题进行梳理,在此基础上进行未来的研究预测。【结 果/结论】国内外研究在公共数据开放治理和实践阶段的研究呈现出热度上升放缓的趋势,而在公共数据开放建设 阶段以及赋能阶段的研究热度持续攀升。相对国外热门研究主题,国内在“开放创新”“公共数据再利用”“数据质 量”等几个领域还缺少关注;本研究认为,围绕着公共数据开放用户的“公共数据开放需求”“数据价值释放”“建立 统一数据市场”等研究领域将成为热点研究主题。【创新/局限】本文对国内外公共数据开放研究的主题进行分析研 究,有助于明晰公共数据开放研究主题的分布及热度演化趋势,但本文只针对研究主题对公共数据开放相关文献 进行梳理和预测,后期可以进一步扩大至对研究方法、研究视角、研究领域等方面的梳理。

Abstract: 【Purpose/significance】Open public data is the primary task in the development of big data in China, and it is one of the im⁃ portant research fields to empower the new era. Therefore, this paper reviews the research of open public data, and finds popular re⁃ search topics and analysis and predicts the evolutionary trends of topic popularity on public data open research.【Method/process】In this paper, the deep learning model BERTopic is used to identify topics. This paper analyzed the classification, correlation and distri⁃ bution of open public data research, and sorts out the research themes that are rising and slowing down.【Result/conclusion】The re⁃ search at home and abroad in the stage of public data open governance and practice showed a trend of increasing and slowing down, while the research enthusiasm in the stage of public data open construction and empowerment continues to rise.Compared with foreign popular research topics, there is still a lack of attention in several fields such as "open innovation", "data reuse" and "data quality" in China. Research fields such as "demand of open public data", "data value release", and "establishment of a unified data market" which around the open public data users will become hot research topics.【Innovation/limitation】The research analyzed the topics of open public data research at home and abroad, which is helpful to clarify the distribution and popularity evolution trend of open public data research topics. But this paper only sorts out and predicts the literature related to open public data for the research theme, and can be further expanded to combing research methods, research perspectives, and research fields in the future.