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基于Word2Vec和LDA主题模型的中国省级五年规划"文化政策"文本研究

高娜 东梅

网络安全与数据治理2024,Vol.43Issue(7):47-55,9.
网络安全与数据治理2024,Vol.43Issue(7):47-55,9.DOI:10.19358/j.issn.2097-1788.2024.07.008

基于Word2Vec和LDA主题模型的中国省级五年规划"文化政策"文本研究

A textual study of cultural policies in Chinese provincial five-year plans based on Word2Vec and LDA topic model

高娜 1东梅2

作者信息

  • 1. 宁夏大学 农学院,宁夏 银川 750000
  • 2. 宁夏大学 经济管理学院,宁夏 银川 750000
  • 折叠

摘要

Abstract

This paper use the theme model analysis technique combining Word2Vec and LDA to identify the themes of cultural policies in the texts of the five-year plans of 31 provinces in China in three periods,and carry out the mining and evolution analy-sis of the themes of"cultural policies"in two dimensions:time and space.The paper found that the theme of"cultural policy"has shown different evolution trends over time in terms of development trends,shifting focus,policy orientation,and technology application,etc.The four regions are influenced by the level of economic development,cultural resource endowment,and policy orientation,and there are geographical differences in the degree of emphasis on the role of enterprises,the development of regional tourism with special characteristics,and the development of national-level projects and competitiveness.

关键词

LDA主题模型/Word2Vec/五年规划/文化政策/文本分析

Key words

LDA topic model/Word2Vec/five-year plan/cultural policy/text analysis

分类

社会科学

引用本文复制引用

高娜,东梅..基于Word2Vec和LDA主题模型的中国省级五年规划"文化政策"文本研究[J].网络安全与数据治理,2024,43(7):47-55,9.

基金项目

国家自然科学基金项目(72063025) (72063025)

国家自然科学基金项目(72363029) (72363029)

2023年宁夏自然科学基金项目(2023AAC03097) (2023AAC03097)

网络安全与数据治理

2097-1788

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