Analysis of Research Trends Related to Jeju Region Based on LDA Topic Modeling: Focus on Comparison with Seoul and Busan

Ho-Yong Kim, Ji-Dae Kim
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Abstract

This study analyzes research trends related to the Jeju region, playing a crucial role for the local era, based on the operational experiences of special self-governance. The aim is to provide foundational data for future selection of research tasks and policy formulation for the Jeju region. To achieve this, we utilized the Python program (version 3.10.9) and the Web of Science (WoS) KCI-indexed research paper database. All fields of KCI research paper bibliographies were collected, and an analysis was conducted focusing on the keywords of the papers. An exploratory analysis of research papers over the past five years (2018 to 2022) containing the keywords 'Jeju', 'Seoul', and 'Busan' in their titles was prioritized for the three regions. Finally, LDA topic modeling was applied to the Jeju region, revealing that research in the area has focused on geographical and environmental characteristics. Three main topics were identified: 'Local community education and environmental conservation', 'Ecotourism', and 'Local autonomy and development'. The results suggest the need for diversification in research areas, complemented by the unique characteristics of Jeju, to lead the local era through enhancing local financial strength via the cultivation of various future industries and the restructuring of the industrial landscape.
基于 LDA 主题建模的济州地区相关研究动向分析:以与首尔和釜山的比较为重点
本研究以特别自治的运作经验为基础,分析了与济州地区有关的研究趋势,这些研究在地方时代发挥着至关重要的作用。目的是为济州地区今后选择研究任务和制定政策提供基础数据。为此,我们使用了 Python 程序(3.10.9 版)和科学网(WoS)KCI 研究论文索引数据库。我们收集了所有领域的 KCI 研究论文书目,并以论文关键词为重点进行了分析。对过去五年(2018 年至 2022 年)标题中包含关键词 "济州"、"首尔 "和 "釜山 "的研究论文进行了探索性分析,优先考虑三个地区。最后,将 LDA 主题建模应用于济州地区,发现该地区的研究主要集中在地理和环境特征方面。确定了三个主要专题:地方社区教育与环境保护"、"生态旅游 "和 "地方自治与发展"。研究结果表明,需要结合济州的独特性,实现研究领域的多样化,通过培育各种未来产业和调整产业格局,增强地方财政实力,从而引领地方时代的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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