实践中的知识图:描述它们的用户,挑战和可视化机会
IEEE transactions on visualization and computer graphics
|December 14, 2023
概括
本研究确定了知识图 (KG) 实践者面临的关键挑战. 改进的可视化设计和定制工具对于增强企业和学术领域的KG创建,分析和采用至关重要.
科学领域:
- 计算机科学 计算机科学
- 信息科学 信息科学 信息科学
- 人与计算机的交互
背景情况:
- 知识图 (KG) 在企业和学术环境中越来越多地使用.
- 有效利用KG在创建,探索和分析方面面临挑战.
- 目前的工具和工作流程不足以满足实际的KG实施需求.
研究的目的:
- 识别知识图表从业者面临的关键挑战.
- 探索可视化设计如何缓解这些挑战.
- 提出研究方向,以提高KG的可用性.
主要方法:
- 采访了19名知识图表从业者.
- 从企业和学术用例中分析了从业者的见解.
- 确定了不同的从业者人格及其特定需求.
主要成果:
- 确定了三个关键的从业人员:KG建设者,分析师和消费者.
- 基基构建器需要模式执行器; 基基分析器需要可定制的查询构建器.
- 消费者受益于超越节点链路图的定制可视化,促进采用和理解.
结论:
- 有效的KG实施需要技术和社会解决方案.
- 可视化研究方向包括知识卡,时间线视图,有机发现接口和语义解释.
- 通过改进的工具和工作流程来满足从业者的需求,对于推动KG的采用和有效性至关重要.
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