从需求到解决方案:在视觉分析中揭示问题驱动的设计模式
IEEE transactions on visualization and computer graphics
|March 3, 2025
概括
视觉分析 (VA) 研究人员可以通过使用知识图绘制需求和数据来改进解决方案. 本研究介绍了解决方案路径,以捕获解决问题的知识并识别设计模式.
科学领域:
- 信息可视化 信息可视化
- 人与计算机的交互
- 视觉分析 视觉分析 视觉分析
背景情况:
- 视觉分析 (VA) 研究通常在要求收集和解决方案选择方面面临挑战.
- 缺乏共同的解决问题的知识可能会导致VA研究的不理想结果.
研究的目的:
- 实证地研究VA研究,并绘制需求和解决方案之间的关系.
- 解决最初考虑空间中缺乏指导的问题,并增强共享的问题解决知识.
主要方法:
- 分析了220篇视觉分析论文,以完善数据,要求和解决方案的拓.
- 使用知识图的需求-数据-解决方案连接的概念化.
- 通过解决方案路径封装解决问题的知识.
主要成果:
- 在VA中对数据,要求和解决方案的精细拓.
- 通过综合解决方案路径识别问题驱动的设计模式的子集.
- 在VA研究中证明知识图和解决方案路径的有效性.
结论:
- 通过设计模式将解决问题的知识外部化,可以简化解决方案的空间探索.
- 拟议的方法有助于将有效的解决方案纳入VA研究.
- 建立了VA研究人员和读者的共同设计决策的基准.
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