A human cognition framework for information visualization

被引:82
|
作者
Patterson, Robert E. [1 ]
Blaha, Leslie M. [1 ]
Grinstein, Georges G. [2 ]
Liggett, Kristen K. [1 ]
Kaveney, David E. [3 ]
Sheldon, Kathleen C. [2 ]
Havig, Paul R. [1 ]
Moore, Jason A. [3 ]
机构
[1] Air Force Res Lab, Human Effectiveness Directorate, Wright Patterson AFB, OH 45433 USA
[2] Univ Massachusetts, Dept Comp Sci, Lowell, MA USA
[3] Air Force Res Lab, Informat Directorate, Wright Patterson AFB, OH USA
来源
COMPUTERS & GRAPHICS-UK | 2014年 / 42卷
关键词
Information visualization; Visual analytics; Human cognition; Cognitive augmentation; Visual attention; LONG-TERM-MEMORY; DECISION-MAKING; WORKING-MEMORY; VISUAL ANALYTICS; LINE SEGMENTS; MENTAL MODELS; REPRESENTATION; ATTENTION; SYSTEMS; PERCEPTION;
D O I
10.1016/j.cag.2014.03.002
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present a human cognition framework for information visualization. This framework emphasizes how top-down cognitive processing enables the induction of insight, reasoning, and understanding, which are key goals of the visual analytics community. Specifically, we present a set of six leverage points that can be exploited by visualization designers in order to measurably influence certain aspects of human cognition: (1) exogenous attention; (2) endogenous attention; (3) chunking; (4) reasoning with mental models; (5) analogical reasoning; and (6) implicit learning. Published by Elsevier Ltd.
引用
收藏
页码:42 / 58
页数:17
相关论文
共 50 条
  • [1] Distributed Cognition as a Theoretical Framework for Information Visualization
    Liu, Zhicheng
    Nersessian, Nancy J.
    Stasko, John T.
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2008, 14 (06) : 1173 - 1180
  • [2] A Highly Customizable Information Visualization Framework
    Spinola, Luis
    Silva, Daniel Castro
    Reis, Luis Paulo
    COMPUTATIONAL SCIENCE, ICCS 2022, PT II, 2022, : 110 - 116
  • [3] A VR-Based Visualization Framework for Effective Information Perception and Cognition
    Lau, H. Y. K.
    Chan, L. K. Y.
    Wong, R. H. K.
    2008 CONFERENCE ON HUMAN SYSTEM INTERACTIONS, VOLS 1 AND 2, 2008, : 197 - 202
  • [4] Human Factors in Streaming Data Analysis: Challenges and Opportunities for Information Visualization
    Dasgupta, Aritra
    Arendt, Dustin L.
    Franklin, Lyndsey R.
    Wong, Pak Chung
    Cook, Kristin A.
    COMPUTER GRAPHICS FORUM, 2018, 37 (01) : 254 - 272
  • [5] The four faces of Information Visualization A conceptual framework for a postgraduate program
    Botelho, Maria do Carmo
    Vilar, Emilio Tavora
    Cardoso, Elsa
    da Silva, Ana Alexandrino
    de Almeida, Pedro Duarte
    Rodrigues, Luis Manuel
    Martinho, Ana Pinto
    Rodrigues, Sara
    2017 12TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI), 2017,
  • [7] Information visualization
    Chen, Chaomei
    WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (04) : 387 - 403
  • [8] Embodied cognition of information visualization: Human-computer interaction with six degrees of freedom in movement of an information space
    Wu, Liang-Hong
    Hsu, Ping-Yu
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) : 10730 - 10736
  • [9] A Framework of Interaction Costs in Information Visualization
    Lam, Heidi
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2008, 14 (06) : 1149 - 1156
  • [10] Examining interaction techniques in data visualization authoring tools from the perspective of goals and human cognition: a survey
    Rubab, Sadia
    Tang, Junxiu
    Wu, Yingcai
    JOURNAL OF VISUALIZATION, 2021, 24 (02) : 397 - 418