使用关联论文的文学视觉探索:一种实用的方法

Q3 Social Sciences
Prashanta Kumar Behera, Sanmati Jinendran Jain, Ashok Kumar
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引用次数: 0

摘要

本文旨在研究视觉探索工具“Connected Papers”(www.connectedpapers.com),该工具基于内容相似性识别相关文献,并以视觉聚类的形式显示结果。Connected Papers通过Semantic Scholar文献语料库进行搜索,并使用专门的算法发现最相关的相关研究论文。研究人员必须在检索到的论文中识别出最相关的论文作为“原始论文”。本文是基于相似度的文献图形成的基础。独特的功能(例如:“先验”和“衍生”)帮助研究人员识别最相关的文献。本文选择“无人机在农业中的使用”这一主题来展示使用Connected Papers进行文献探索的过程。一组相关的论文被检索,从中研究者将不得不选择一个最合适的相关论文。这篇论文被称为创造文学可视化的原始论文。Connected Papers根据搜索关键词显示最相关的论文,但该图表完全基于研究人员在选择原始论文时的判断。正如本文所解释的,其他领域的研究者可以采用这一过程来理解本学科的文献映射现象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Visual Exploration of Literature Using Connected Papers: A Practical Approach
The paper aims to examine the visual exploration tool "Connected Papers" (www.connectedpapers.com), which identifies relevant literature based on content similarities and displays the result in the form of visual clusters. Connected Papers searches through Semantic Scholar literature corpus and discovers the most relevant related research papers using a specialized algorithm. The researcher will have to identify the most relevant paper as an "origin paper" among the retrieved papers. The origin paper acts as a base for the formation of a literature graph based on similarities. The unique features (i.e. "Prior" and "Derivate") help a researcher to identify the most relevant literature. In this paper, the topic "Use of drones in Agriculture" is selected to demonstrate the process of literature exploration using Connected Papers. A set of relevant papers is retrieved, out of which the researcher will have to select one of the most appropriate relevant papers. That paper is termed as the origin paper to create the visualization of literature. Connected Papers suggests the most relevant papers based on the search keywords, but the graph is solely based on a researcher's judgement when selecting an origin paper. As explained in the paper, the researcher of other domains may adopt the process to understand the literature mapping phenomena for their own discipline.
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来源期刊
Issues in Science and Technology Librarianship
Issues in Science and Technology Librarianship Social Sciences-Library and Information Sciences
CiteScore
1.00
自引率
0.00%
发文量
19
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