A Force-Directed Power Diagram Approach for Interactive Voronoi Treemaps

dc.contributor.authorAbuthawabeh, Alaen_US
dc.contributor.authorAupetit, Michaƫlen_US
dc.contributor.editorKerren, Andreas and Garth, Christoph and Marai, G. Elisabetaen_US
dc.date.accessioned2020-05-24T13:52:02Z
dc.date.available2020-05-24T13:52:02Z
dc.date.issued2020
dc.description.abstractVoronoi treemaps represent weighted hierarchical data as nested Voronoi diagram partitions with cells' area proportional to the weights. Current techniques to compute them propose static visualizations which can be used for reporting, or dynamic one to capture data update. However, no ideal solution exists yet to interactively rearrange the treemap layout, for instance for a data journalist to tell a story, or for a scientist to create data categorization. We propose a new way to get an interactive Voronoi treemap, where a child cell can be moved by drag-and-drop within a parent cell attempting to preserve both stability (position) and weight (area) during the move. We use a force-directed approach applied to the dual circles of the Power cells to guide the computation of the Power diagram under the hood. Our preliminary quantitative experiments show the force-directed approach provides areas with 10% weighted average error, which is an order of magnitude higher than standard static approaches, but qualitative observations show that it gives a more predictable and smoother interaction, and a direct control over the stability of the remaining cells. Assuming the user would focus less on getting high accuracy of the areas than keeping a good and stable overview of the treemap while dragging a cell, the force-directed approach appears to be a valuable option to explore further. We also discovered a trade-off between stability and accuracy and the force-directed approach lets the user control it directly.en_US
dc.description.sectionheadersRepresentation, Perception, and ML
dc.description.seriesinformationEuroVis 2020 - Short Papers
dc.identifier.doi10.2312/evs.20201057
dc.identifier.isbn978-3-03868-106-9
dc.identifier.pages109-113
dc.identifier.urihttps://doi.org/10.2312/evs.20201057
dc.identifier.urihttps://diglib.eg.org:443/handle/10.2312/evs20201057
dc.publisherThe Eurographics Associationen_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/]
dc.subjectHuman centered computing
dc.subjectUser interface design
dc.subjectTheory of computation
dc.subjectComputational geometry
dc.titleA Force-Directed Power Diagram Approach for Interactive Voronoi Treemapsen_US
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