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Evaluating overall quality of graph visualizations based on aesthetics aggregation
Citation
Huang, W and Huang, ML and Lin, C-C, Evaluating overall quality of graph visualizations based on aesthetics aggregation, Information Sciences, 330 pp. 444-454. ISSN 0020-0255 (2016) [Refereed Article]
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Copyright Statement
Copyright 2015 Elsevier Inc
DOI: doi:10.1016/j.ins.2015.05.028
Abstract
Aesthetics are often used to measure the layout quality of graph drawings and it is
commonly accepted that drawings with good layout are effective in conveying the
embedded data information to end users. However, existing aesthetic criteria are
useful only in judging the extents to which a drawing conforms to specific drawing
rules. They have limitations in evaluating overall quality. Currently graph
visualizations are mainly evaluated based on personal judgments and user studies
for their overall quality. Personal judgments are not reliable while user studies
can be costly to run. Therefore, there is a need for a direct measure of overall
quality. In an attempt to meet this need, we propose a measurement that measures
overall quality based on individual aesthetics and gives a single numerical score.
We present a user study that validates this measure by demonstrating its sensibility
in detecting quality changes and its capacity in predicting the performance
of human graph comprehension. The implications of our proposed measure for
future research are discussed.
Item Details
Item Type: | Refereed Article |
---|---|
Keywords: | visualization |
Research Division: | Information and Computing Sciences |
Research Group: | Library and information studies |
Research Field: | Human information interaction and retrieval |
Objective Division: | Expanding Knowledge |
Objective Group: | Expanding knowledge |
Objective Field: | Expanding knowledge in the information and computing sciences |
UTAS Author: | Huang, W (Dr Tony Huang) |
ID Code: | 104264 |
Year Published: | 2016 (online first 2015) |
Web of Science® Times Cited: | 22 |
Deposited By: | Information and Communication Technology |
Deposited On: | 2015-11-05 |
Last Modified: | 2018-04-20 |
Downloads: | 29 View Download Statistics |
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