Analysis of dance philosophy research trends before and after COVID-19 using text mining-based topic modeling

Sun-Young Lim, Ji-Seol Lee
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Abstract

The purpose of this study is to identify academic research trends in the field of dance philosophy in Korea before and after COVID-19. For the analysis, keyword analysis and TF-IDF analysis were conducted using text mining and topic modeling analysis techniques using Textome 5.0. In addition, the LDA model was applied to derive the coherence score, then the appropriate number of topics was specified, and visualized using pyLDAvis. As a result of the analysis, first, the top 10 major keywords in the before COVID-19 period were extracted as human, body, ideology, value, dance education, movement, expression, life, Korean dance, and diversity, and in the after COVID-19 period, dance, movement, It was extracted into the following categories: body, dance education, humans, technology, life, artificial intelligence, diversity, and ideology. Second, as a result of TF-IDF analysis in the before COVID-19 period, Korean dance, ideology, Korean dance, Dangun myth, body, dance education, choreographer, movement, human, and Heidegger were extracted as major keywords, and in the after COVID-19 period, artificial intelligence, dance, movement, body, dance education, science and technology, life, Seonyoung Kang, humans, and play were extracted. Third, the dance philosophy research topics in the before COVID-19 period were derived as ‘philosophical meaning of dance education’ and ‘diversity of movement education’. On the other hand, the topics of the after COVID-19 period were derived as ‘the untact era and the direction of dance education’ and ‘the philosophical meaning of dance from the perspective of dance anthropology’.
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基于文本挖掘的主题建模分析新冠肺炎疫情前后舞蹈哲学研究趋势
本次研究的目的是了解新冠疫情前后韩国舞蹈哲学领域的学术研究动向。分析方面,采用Textome 5.0文本挖掘和主题建模分析技术,进行关键词分析和TF-IDF分析。此外,应用LDA模型推导连贯分数,然后指定适当的主题数量,并使用pyLDAvis进行可视化。分析结果表明,首先,将新冠肺炎疫情前的前10个关键词提取为“人”、“身体”、“思想”、“价值”、“舞蹈教育”、“动作”、“表达”、“生命”、“韩国舞蹈”、“多样性”;将疫情后的前10个关键词提取为“舞蹈”、“运动”、“身体”、“舞蹈教育”、“人类”、“技术”、“生命”、“人工智能”、“多样性”、“思想”。其次,通过对TF-IDF的分析,在新冠肺炎之前提取了韩国舞蹈、意识形态、韩国舞蹈、丹君神话、身体、舞蹈教育、编舞、运动、人类、海德格尔等关键词,在新冠肺炎之后提取了人工智能、舞蹈、运动、身体、舞蹈教育、科技、生命、康善永、人类、游戏等关键词。第三,新冠肺炎前的舞蹈哲学研究课题衍生为“舞蹈教育的哲学意义”和“动作教育的多样性”。另一方面,新冠肺炎后时期的主题衍生为“非接触时代与舞蹈教育方向”和“舞蹈人类学视角下的舞蹈哲学意义”。
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