基于LDA主题模型的智慧社区新闻文本分析
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News Media Coverage of Smart Community Based on LDA Model to Assess Themes
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    摘要:

    智慧社区建设方兴未艾,是社区治理现代化的重要内容。运用潜在狄利克雷分配(LDA)主题模型法,对2015—2021年智慧社区新闻报道进行主题研究,全面展现我国智慧社区的实践现状、重要主体和治理模式。研究发现:“党建+网格化”治理模式是中国智慧社区建设重要制度支撑;治安和养老医疗是智慧社区服务发展的重要内容;疫情防控刺激了以政府主导、企业支撑为特征的智慧社区建设。

    Abstract:

    The construction of smart communities is on the rise and is an important element in the modernisation of community governance in the future. Using the LDA model method, the news reports on smart communities between 2015 and 2021 are analyzed, and a comprehensive and holistic picture of the current practice, important subjects and governance models of smart communities in China is presented. The study found that the "party building + grid management" governance model is an important institutional support for the construction of smart communities in China, security and healthcare are important elements in the development of smart community services,and the interactive form of government-led and enterprise-supported smart community construction is promoted in the context of epidemic prevention and control.

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李一鸣,叶中华.基于LDA主题模型的智慧社区新闻文本分析[J].科技与产业,2022,22(08):116-122

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  • 在线发布日期: 2022-08-23