基于理论和可视化的相互作用和相互益处的分析
IEEE transactions on visualization and computer graphics
|September 2, 2024
概括
接地理论 (GT) 提供了一个系统的方法,用于从数据中生成理论. 本研究探讨了GT方法如何可以推进可视化和视觉分析 (VIS) 研究中的理论.
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
背景情况:
- 接地理论 (GT) 是一种定性研究方法,专注于从数据中生成理论.
- 可视化和视觉分析 (VIS) 研究往往缺乏明确的理论框架.
- 了解GT和VIS之间的共享工作流可以揭示理论发展的机会.
研究的目的:
- 探索基于理论 (GT) 在可视化和视觉分析 (VIS) 研究中的应用和潜力.
- 确定GT和VIS工作流程之间的共同特征.
- 为理论进步提出将GT整合到VIS研究中的方法.
主要方法:
- 对GT和典型VIS研究工作流程的比较分析.
- 在VIS研究领域中对GT应用的文献综述.
- 在VIS中开发GT的方法框架.
主要成果:
- 确定了GT和VIS工作流程之间的共同特征.
- 证明了GT对VIS理论的重大贡献的潜力.
- 概述了在VIS中进行GT研究的实用方法.
结论:
- 接地理论为开发可视化和视觉分析中的强有力的理论提供了有价值的框架.
- 整合GT方法可以增强VIS研究的理论基础.
- 拟议的方法为研究人员在VIS研究中采用GT方法提供了路线图.
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