信息可视化和可视分析

(孙效华)DS3702024秋  
2024秋
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选课类别:专业任务 教学语言:英文
课程类别:专业选修课 开课单位:创新创意设计学院
课程层次:本科 获得学分:3.0
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课程简介(教工部数据)
信息可视化是将数据以视觉化的方式呈现,从而支持用户理解和分析数据的过程,它是人机交互、视觉设计、计算机科学和认知科学的交叉学科。信息可视化需要同时考虑到特定应用场景中的目标用户需求和数据本身的特点,运用或创造最合适的视觉隐喻来将抽象、复杂的数据转化为视觉化的表示,从而为用户提供最大的效用。本课程旨在带领学生学习信息可视化的基础知识和现有方法,并提供实践工作坊环节,引导学生设计和实现一个完整的信息可视化项目。通过这门课,学生将学习以下内容:1.         信息可视化的领域和方法概览2.         信息可视化的设计流程和原则3.         数据集的探索和分析方法4.         如何通过需求、场景和数据特征的分析开展可视化设计的形成性研究5.         信息可视化的视觉编码和交互方式设计6.         可视化原型开发7.         可视化系统评测8.         可视化与可视分析研究贡献点凝练


Informationvisualization is the process of inventing novel visual metaphors to help discoverunderlying patterns in data by leveraging the strong visual cognitioncapabilities of humans. It draws from the fields of human-computer interaction, visual design,computer science, and cognitive science, among others. Informationvisualizations should take into account the needs of the target group inspecific scenarios and the features of the dataset, as well as employ the mostsuitable visual encoding and metaphor to make the abstract, complex informationunderstandable in visual form. This course covers the basics and existingtechniques of information visualization and visual analysis through lecturesand workshops. Students will also get hands-on experience on the process ofresearch, design, implementation and evaluation through a course project. Through this course, students will learn about:1. An overview of the field of information visualization and existingtechniques.2. The design process and principles of information visualization.3. Methods for exploring and analyzing a dataset.4. Conducting formative studies through the analysis of applicationscenarios, user needs, and data characteristics.5. Designing the visual encoding and interaction of an informationvisualization system.6. Prototype development.7. System evaluation.8. Consolidating contributions to information visualization and visualanalysis research.
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