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基于LDA模型的布克奖获奖小说可视化研究

Visualization of Booker Prize-Winning Novels Based on LDA Topic Modeling
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摘要 运用LDA主题建模与可视化技术对1969—2023年布克奖获奖小说进行大数据分析,揭示了文本深层叙事中的国别诗学分野:英国籍作家的创作紧密围绕阶级权力、海洋探险等主题,其身体描写渗透着性别与权力隐喻;而非英国籍作家则聚焦于家庭、战争创伤及殖民记忆,其中以“家”为核心的“寻根”叙事,将“母亲”形象升华为故土的象征。该方法的运用,不仅能系统性地提取出13个核心与边缘主题,更可通过可视化对比,将这种潜藏的叙事差异客观呈现,可为理解布克奖获奖小说提供新路径。 This study employs LDA topic modeling and visualization techniques to conduct a big-data analysis of Booker Prize-winning novels from 1969 to 2023,revealing distinct national poetic divergences within their deep narratives.The analysis demonstrates that British authors predominantly engage with themes such as class,power,and maritime exploration,where descriptions of the body are permeated with metaphors of gender and power.In contrast,non-British authors focus on themes of family,the trauma of war,and colonial memory.Their"roots-seeking"narratives,centered on the concept of"home",often elevate the figure of the"mother"into a symbol of the homeland.This approach not only systematically identified 13 core and peripheral themes but also objectively visualized these latent narrative differences through comparative analysis.It thereby offers a new,data-supported pathway for understanding the discourses of cultural identity and power in Booker Prizewinning novels.
作者 卢敏 耿晓琦 LU Min;GENG Xiaoqi(Foreign Languages College,Shanghai Normal University,Shanghai 200234,China;School of Overseas Education,Sanming University,Sanming 365004,China;School of Foreign Languages,Huazhong University of Science and Technology,Wuhan 430074,China)
出处 《三明学院学报》 2025年第5期41-53,共13页 Journal of Sanming University
基金 福建省社科基金重点项目(FJ2024A010) 三明学院引进高层次人才科研启动项目(23YG12S)。
关键词 布克奖获奖小说 LDA主题建模 叙事结构 the Booker Prize-winning novels LDA topic modeling narrative structure
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