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A Method for Thematic and Structural Visualization of Academic Content

机译:学术内容的主题化和结构化可视化方法

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Academic work: grading student assignments or conducting literature surveys entails extensive reading, which is both a time consuming and cognitively demanding task. The challenge increases proportionally with the increase of volume of the textual content. In this paper, we propose a novel approach to visualization of textual data that depicts information on a continuum (temporal or spatial) allowing inferences to be made about thematic organization of a document and its structure. Our visualization method-termed ThemeTrack-creates a visual map: delineating key themes and tracking their presence throughout the text, highlighting their variations and relationships. It aims to make the review of textual data more efficient. To assess the viability of the proposed approach, a series of experiments were conducted using graduate-level theses and published articles in the peer-reviewed journals. The applications of the proposed method are discussed and the real-word examples are provided.
机译:学术工作:对学生作业进行评分或进行文献调查需要大量阅读,这既耗时又需要认知。挑战随着文本内容量的增加而成比例地增加。在本文中,我们提出了一种新颖的文本数据可视化方法,该方法可描述连续体(时间或空间)上的信息,从而可以推断出文档的主题组织及其结构。我们的可视化方法称为ThemeTrack,可创建可视化地图:描绘关键主题并跟踪其在整个文本中的存在,突出显示它们的变体和关系。它旨在使文本数据的审阅更加高效。为了评估该方法的可行性,使用研究生水平的论文和在同行评审期刊上发表的文章进行了一系列实验。讨论了该方法的应用,并提供了实词示例。

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