可视化和探索教科书概念层次的动态方法

Sabine Wehnert, Praneeth Chedella, Jonas Asche, Ernesto William De Luca
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引用次数: 0

摘要

在本研究中,我们提出了一种可视化技术,用于探索和可视化法律领域教科书中生成的概念层次。通过以人为本的设计过程,我们开发了一种工具,允许用户通过三种遍历技术有效地浏览和探索复杂的层次概念:自上而下、中间向外和自下而上。我们的概念层次结构提供了一个给定领域的概览,层次结构的底层由实体组成,其详细程度不断增加。在我们考虑的法律用例中,概念改编自法律教科书中的章节标题,而教科书中对法律或法律案例的引用则成为实体。该工具的设计经过了收集用户需求、现有可视化的痛点、原型设计、测试和完善等多个步骤。最终的界面为用户提供了几个关键功能,如动态搜索和过滤、可探索的概念节点以及每个阶段的叶节点预览。我们创建了一个高保真原型来测试我们的理论和设计。为了测试我们的概念,我们使用了系统可用性量表(System Usability Scale)来衡量原型的可用性,使用基于任务的调查来评估工具在协助用户收集信息和与原型交互方面的能力,最后使用鼠标跟踪来了解用户的交互模式。此外,我们还收集了用户参与研究时的音频和视频片段。当调查反馈需要更多信息时,这些录像也有助于我们获得反馈。收集到的数据提供了宝贵的见解,为本研究的扩展指明了方向。因此,我们考虑到了不同的层次结构深度、层次结构元素中长文本跨度(而不是只有一到两个单词)、可搜索性以及对层次结构的探索。同时,我们的目标是尽量减少视觉混乱和认知过载。我们的研究表明,现有的方法并不适合可视化我们所支持的数据类型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A dynamic approach for visualizing and exploring concept hierarchies from textbooks
In this study, we propose a visualization technique to explore and visualize concept hierarchies generated from a textbook in the legal domain. Through a human-centered design process, we developed a tool that allows users to effectively navigate through and explore complex hierarchical concepts in three kinds of traversal techniques: top-down, middle-out, and bottom-up. Our concept hierarchies offer an overview over a given domain, with increasing level of detail toward the bottom of the hierarchy which is consisting of entities. In the legal use case we considered, the concepts were adapted from section headings in a legal textbook, whereas references to law or legal cases inside the textbook became entities. The design of this tool is refined following various steps such as gathering user needs, pain points of an existing visualization, prototyping, testing, and refining. The resulting interface offers users several key features such as dynamic search and filter, explorable concept nodes, and a preview of leaf nodes at every stage. A high-fidelity prototype was created to test our theory and design. To test our concept, we used the System Usability Scale as a way to measure the prototype's usability, a task-based survey to asses the tool's ability in assisting users in gathering information and interacting with the prototype, and finally mouse tracking to understand user interaction patterns. Along with this, we gathered audio and video footage of users when participating in the study. This footage also helped us in getting feedback when the survey responses required further information. The data collected provided valuable insights to set the directions for extending this study. As a result, we have accounted for varying hierarchy depths, longer text spans than only one to two words in the elements of the hierarchy, searchability, and exploration of the hierarchies. At the same time, we aimed for minimizing visual clutter and cognitive overload. We show that existing approaches are not suitable to visualize the type of data which we support with our visualization.
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