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Mental Models, Visual Reasoning and Interaction in Information Visualization: A Top-down Perspective

机译:信息可视化中的心理模型,视觉推理和交互:自上而下的视角

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摘要

Although previous research has suggested that examining the interplay between internal and external representations can benefit our understanding of the role of information visualization (InfoVis) in human cognitive activities, there has been little work detailing the nature of internal representations, the relationship between internal and external representations and how interaction is related to these representations. In this paper, we identify and illustrate a specific kind of internal representation, mental models, and outline the high-level relationships between mental models and external visualizations. We present a top-down perspective of reasoning as model construction and simulation, and discuss the role of visualization in model based reasoning. From this perspective, interaction can be understood as active modeling for three primary purposes: external anchoring, information foraging, and cognitive offloading. Finally we discuss the implications of our approach for design, evaluation and theory development
机译:尽管以前的研究表明检查内部和外部表示之间的相互作用可以帮助我们理解信息可视化(InfoVis)在人类认知活动中的作用,但很少有工作详细说明内部表示的性质,内部与外部之间的关系表示以及交互与这些表示之间的关系。在本文中,我们确定并说明了一种特殊的内部表示形式,心理模型,并概述了心理模型和外部可视化之间的高级关系。我们从模型构建和仿真的角度介绍了推理的自上而下的观点,并讨论了可视化在基于模型的推理中的作用。从这个角度来看,交互可以被理解为用于三个主要目的的主动建模:外部锚定,信息搜寻和认知分流。最后,我们讨论了我们的方法对设计,评估和理论发展的意义

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