In praise of visual representation: an inquiry into text analysis and network visualization for charting scientific communities

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Dario Rodighiero
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引用次数: 0

Abstract

This article provides a visual investigation into scientific communities through the lens of language. Inspired by actor-network theory, the study examines how individuals establish connections through shared vocabularies and, consequently, how communities organize themselves into linguistic groups. Using scientific texts to map the lexical dimension, the premise posits that research communities can be visually represented by their members and the words they employ, favouring the comprehension of social structures. The research draws from a decade-long personal experimentation with language-based visual models, to explore how research communities appear according to their lexicon, in which each individual is intricately intertwined. Employing cutting-edge techniques of text analysis and network visualization, the study analyses, organizes and maps scientific communities, clustering individuals into thematic groups based on their language use. The findings are presented through a series of projects that delve into the analytical power of images and unveil novel visual methods to better understand the spatial dynamics of language and communities.
赞美可视化表达:文本分析和网络可视化在绘制科学界图表方面的探索
本文从语言的角度对科学社群进行了直观的研究。受行动者网络理论的启发,本研究探讨了个体如何通过共享词汇建立联系,以及由此产生的社群如何组织成语言群体。利用科学文本绘制词汇维度图,前提假设研究群体可以通过其成员及其使用的词汇直观地表现出来,从而有利于对社会结构的理解。这项研究从个人长达十年的语言视觉模型实验中汲取灵感,探索研究群体如何根据其词汇出现,其中每个个体都错综复杂地交织在一起。这项研究运用文本分析和网络可视化的前沿技术,分析、组织和绘制科学社群地图,根据语言使用情况将个体聚类为主题组。研究结果通过一系列项目呈现,这些项目深入探讨了图像的分析能力,并揭示了新颖的视觉方法,以更好地理解语言和社群的空间动态。
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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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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