基于概率主题模型的京津冀协同发展研究主题演化分析
DOI:
作者:
作者单位:

1.河北大学电子信息工程学院;2.河北大学计算机教学部;3.河北大学数学与信息科学学院

作者简介:

通讯作者:

中图分类号:

TP391.1

基金项目:

河北大学研究生创新资助项目(hbu2020bs006)和河北大学校内人才培养项目(521000981094)资助


An Analysis of Topic Evolution of Coordinated Development of Beijing-Tianjin-Hebei Based on Probabilistic Topic Models
Author:
Affiliation:

College of Electronic and Information Engineering1, Hebei University

Fund Project:

Hebei university graduate student innovation grant program(hbu2020bs006); Hebei university internal talent training program(521000981094)

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    京津冀协同发展是当前各学科领域共同关注的热点话题。为深入了解国内学者对京津冀协同发展话题的研究趋势,以2009~2019年中国知网收录的14 235篇与京津冀协同发展相关的期刊论文为研究对象,采用概率主题模型方法,提出以困惑度、主题平均相似度为指标确定最优主题数,结合文献发表时间挖掘期刊论文潜在主题,从主题强度和主题相似度等多个角度分析主题演化趋势。通过数据分析,挖掘10个潜在主题,生成主题强度年度变化趋势,构建主题内容演化路径,分析主题演化规律。以期为深刻认识京津冀协同发展和制定科学决策提供理论依据。

    Abstract:

    The coordinated development of Beijing-Tianjin-Hebei is a hot topic in various fields. In order to deeply understand the research trend on the topic of coordinated development of Beijing-Tianjin-Hebei, a probabilistic topic model was adopted to analyze the 14, 235 journal papers in CNKI collected from 2009 to 2019. The optimal number of topics was determined by taking the degree of perplexity and the average similarity of topics. Based on the time of publications, this paper explores the potential topics of journal papers, and analyzes the trend of topics evolution from the perspectives of topic intensity and topic similarity. Through data analysis, 10 potential topics are developed, annual variation trend of topic intensity is generated, evolution path of topic content is constructed, and topic evolution rules are analyzed. This paper tries to provide theoretical basis for understanding the coordinated development of Beijing-Tianjin-Hebei and making scientific decisions.

    参考文献
    相似文献
    引证文献
引用本文

赵&#; 杰,李海峰,李纯果. 基于概率主题模型的京津冀协同发展研究主题演化分析[J]. 科学技术与工程, 2019, 19(36): 225-234.
zhao jie,,li chun guo. An Analysis of Topic Evolution of Coordinated Development of Beijing-Tianjin-Hebei Based on Probabilistic Topic Models[J]. Science Technology and Engineering,2019,19(36):225-234.

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2019-07-29
  • 最后修改日期:2019-09-25
  • 录用日期:2019-08-29
  • 在线发布日期: 2020-01-21
  • 出版日期:
×
律回春渐,新元肇启|《科学技术与工程》编辑部恭祝新岁!
亟待确认版面费归属稿件,敬请作者关注