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An evolutional model for operation-driven visualization design
Although there are many visualization authoring tools, often the design process is confirmatory in that the user either selects and refines pre-built visualization templates or manually constructs the visualization following the standard visual mapping pipelines. During this process, an amount of ti...
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Published in: | Journal of visualization 2022-02, Vol.25 (1), p.95-110 |
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Main Authors: | , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | Although there are many visualization authoring tools, often the design process is confirmatory in that the user either selects and refines pre-built visualization templates or manually constructs the visualization following the standard visual mapping pipelines. During this process, an amount of time is spent on the interactive specification of visual forms or visual encoding configurations. In this paper, we present a novel visualization design scheme that provides operational guidance for progressive refinements when designing a visualization. The key idea is an
evolutional operation model
that models the design flowchart as a composition of a sequence of operations based on the current design and recommends available evolutions in the design space. One distinct advantage of our approach is that it facilitates discovering design subtasks relevant to the visualizations and enables the composition of a visualization based on the evolutional operations. As a demonstration of the concept, we implement a prototype and test its efficiency on a set of challenging design examples. Case studies verify that the proposed scheme effectively enhances the creativity of designs and releases the user from having to interpret their data and design intention with toolkit-specific abstractions.
Graphic abstract |
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ISSN: | 1343-8875 1875-8975 |
DOI: | 10.1007/s12650-021-00784-w |