多标准决策分析,以辅助图形设计
IEEE transactions on visualization and computer graphics
|March 3, 2025
概括
本研究介绍了基于图形的可视化设计的系统评估方案,使用多标准决策分析 (MCDA). 它帮助设计人员评估复杂的多变量数据可视化中的权衡.
科学领域:
- 信息可视化 信息可视化
- 人与计算机的交互
- 数据科学数据科学数据科学
背景情况:
- 基于符号的可视化对于复杂的多变量数据至关重要,但用小符号编码许多变量会带来挑战.
- 目前的方法缺乏一个系统的方法来评估设计的折衷在草图的创作.
- 小字符的低视觉精度需要仔细分配视觉通道.
研究的目的:
- 为了呈现一个结构化的评估方案,为 glyph 设计.
- 帮助可视化设计师评估字符设计选项中的权衡.
- 为了提供一个框架,半定量评估的图形设计.
主要方法:
- 开发了一个基于多标准决策分析 (MCDA) 的评估方案.
- 该方案提供了一种结构化的方法,可以考虑不同的设计观点.
- 提供一个半定量模板,用于比较不同的图形设计选项.
主要成果:
- 引入了一种系统的方法来评估符号设计的权衡.
- 基于MCDA的方案允许对多个设计标准进行结构化的考虑.
- 创建了一个模板,用于对可视化设计进行半定量评估.
结论:
- 拟议的MCDA方案为评估图形设计提供了一个结构化的方法.
- 这一框架有助于设计人员在可视化复杂数据时管理权衡.
- 这项工作为未来的实证研究提供了指导,用于定量地评估图形设计.
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