Visual Semiotics & Uncertainty Visualization: An Empirical Study

被引:179
作者
MacEachren, Alan M. [1 ]
Roth, Robert E. [2 ]
O'Brien, James [3 ]
Li, Bonan
Swingley, Derek [1 ]
Gahegan, Mark [4 ]
机构
[1] Penn State Univ, University Pk, PA 16802 USA
[2] Univ Wisconsin, Madison, WI 53706 USA
[3] Macquarie Univ, N Ryde, NSW 2109, Australia
[4] Univ Auckland, Auckland 1, New Zealand
关键词
Uncertainty visualization; uncertainty categories; visual variables; semiotics; RELIABILITY; DESIGN; RISK; USER;
D O I
10.1109/TVCG.2012.279
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents two linked empirical studies focused on uncertainty visualization. The experiments are framed from two conceptual perspectives. First, a typology of uncertainty is used to delineate kinds of uncertainty matched with space, time, and attribute components of data. Second, concepts from visual semiotics are applied to characterize the kind of visual signification that is appropriate for representing those different categories of uncertainty. This framework guided the two experiments reported here. The first addresses representation intuitiveness, considering both visual variables and iconicity of representation. The second addresses relative performance of the most intuitive abstract and iconic representations of uncertainty on a map reading task. Combined results suggest initial guidelines for representing uncertainty and discussion focuses on practical applicability of results.
引用
收藏
页码:2496 / 2505
页数:10
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