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

被引:128
作者
Liu, Zhicheng [1 ]
Stasko, John T.
机构
[1] Georgia Inst Technol, Sch Interact Comp, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
Mental model; model-based reasoning; distributed cognition; interaction; theory; information visualization; FRAMEWORK; COGNITION; IMAGERY; OPERATE;
D O I
10.1109/TVCG.2010.177
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
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.
引用
收藏
页码:999 / 1008
页数:10
相关论文
共 65 条
  • [1] Deictic codes for the embodiment of cognition
    Ballard, DH
    Hayhoe, MM
    Pook, PK
    Rao, RPN
    [J]. BEHAVIORAL AND BRAIN SCIENCES, 1997, 20 (04) : 723 - +
  • [2] Brooks Rodney., 1991, Artificial intelligence: critical concepts, V3
  • [3] Card S. K., 1999, Using Vision to Think, P1
  • [4] Conati C., 2008, P WORK C ADV VIS INT, P199
  • [5] Craik K., 1943, The Nature of Explanation
  • [6] Dix A., 1998, P WORK C ADV VIS INT, P124, DOI DOI 10.1145/948496.948514
  • [7] A Comparison of User-Generated and Automatic Graph Layouts
    Dwyer, Tim
    Lee, Bongshin
    Fisher, Danyel
    Quinn, Kori Inkpen
    Isenberg, Petra
    Robertson, George
    North, Chris
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2009, 15 (06) : 961 - 968
  • [8] Ericsson K. A., 1993, Protocol analysis: Verbal reports as data
  • [9] Ferguson E., 1994, ENG MINDS EYE
  • [10] Gibson J. J., 2014, ECOLOGICAL APPROACH, DOI [DOI 10.4324/9781315740218, 10.4324/9781315740218]