首页|期刊导航|中国渔业经济|基于LDA主题模型的新时代我国捕捞业政策文本分析

基于LDA主题模型的新时代我国捕捞业政策文本分析OA

Policy text analysis of China's fisheries policies in the new era based on LDA thematic modeling

中文摘要英文摘要

海洋捕捞业作为我国海洋经济的组成部分,其高质量发展对保障国家粮食安全与优质蛋白供给、提高渔(农)民收入、实现乡村振兴、维护沿海渔区稳定和传承渔文化等具有重要意义.本研究基于政策工具理论框架,运用LDA主题建模方法对党的十八大以来国家颁布的海洋捕捞业政策文本进行量化分析.结果显示,我国海洋捕捞业政策呈现五大核心特征,即生态优先的可持续发展导向、依靠科技创新驱动产业升级、环境侧工具主导、力促产业融合发展、政府主导资源配置,今后应强化需求侧激励、提升政策协同性及增强民生保障与主体参与.

As a vital component of China's marine economy,the high-quality development of the marine fishing industry holds significant importance in ensuring national food security and high-quality protein supply,increasing fishermen's income,promoting rural revitalization,maintaining social stability in coastal fishing communities,and preserving traditional fishing culture.Based on the policy instrument theory framework,this study employs Latent Dirichlet Allocation(LDA)topic modeling to conduct a quantitative analysis of national-level marine fishing policy documents promulgated since the 18th National Congress of the Communist Party of China.The results reveal five core characteristics of China's marine fishing policies,leading to recommendations for strengthening demand-side incentives,improving policy coordination effectiveness,and enhancing livelihood safeguards and stakeholder participation.Future research could expand the scope of policy sources and incorporate implementation data to further enrich the analytical dimensions.

赵菡雅;陈逸飞;慕永通

中国海洋大学水产学院,山东青岛 266000中国海洋大学水产学院,山东青岛 266000中国海洋大学水产学院,山东青岛 266000

管理科学

海洋捕捞业政策分析LDA主题模型高质量发展

marine fishingpolicy analysisLDA topic modelhigh-quality development

《中国渔业经济》 2026 (8)

10-17,8

评论