GRAFS: Graphical Faceted Search System to Support Conceptual Understanding in Exploratory Search

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2023-02-19 DOI:10.1145/3588319
Mengtian Guo, Zhilan Zhou, D. Gotz, Yue Wang
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引用次数: 1

Abstract

When people search for information about a new topic within large document collections, they implicitly construct a mental model of the unfamiliar information space to represent what they currently know and guide their exploration into the unknown. Building this mental model can be challenging as it requires not only finding relevant documents but also synthesizing important concepts and the relationships that connect those concepts both within and across documents. This article describes a novel interactive approach designed to help users construct a mental model of an unfamiliar information space during exploratory search. We propose a new semantic search system to organize and visualize important concepts and their relations for a set of search results. A user study (n=20) was conducted to compare the proposed approach against a baseline faceted search system on exploratory literature search tasks. Experimental results show that the proposed approach is more effective in helping users recognize relationships between key concepts, leading to a more sophisticated understanding of the search topic while maintaining similar functionality and usability as a faceted search system.
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图形面搜索系统,以支持探索性搜索的概念理解
当人们在大型文档集合中搜索关于新主题的信息时,他们隐式地构建了一个不熟悉的信息空间的心智模型,以表示他们目前知道的内容,并指导他们探索未知的内容。构建这种心智模型可能具有挑战性,因为它不仅需要找到相关文档,还需要综合重要概念以及在文档内部和跨文档连接这些概念的关系。本文描述了一种新的交互方法,旨在帮助用户在探索性搜索期间构建不熟悉的信息空间的心理模型。我们提出了一个新的语义搜索系统来组织和可视化重要的概念和它们之间的关系,为一组搜索结果。进行了一项用户研究(n=20),将所提出的方法与探索性文献搜索任务的基线分面搜索系统进行比较。实验结果表明,所提出的方法在帮助用户识别关键概念之间的关系方面更有效,从而更复杂地理解搜索主题,同时保持与分面搜索系统相似的功能和可用性。
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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CiteScore
7.20
自引率
4.30%
发文量
567
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