DNA-chart visual tool for topological higher order information from spatio-temporal trajectory dataset
Journal Publication ResearchOnline@JCUAbstract
With increasing amount of trajectory dataset being generated and collected, trajectory data has become a ubiquitous type of data important in many different application domains. Research challenges faced are to analyse and retrieve useful higher order information from trajectory datasets to deal with dynamic and “what-if” complex decision making problems. In this paper, we propose a new visualisation approach and quantitative metrics to model and analyse topological higher order information from trajectory datasets. The proposed higher order DNA chart can help decision makers to compare different topological higher order information from different trajectories. We also define higher order trajectory area that models a geometrical area representing the same higher order information. We introduce a higher order DNA impact factor that defines top-k higher order information, and the relationship between trajectory datasets and points-of-interest. A case study using trajectory data extracted from Flickr illustrates the applicability and usefulness of these proposed visual tools and metrics.
Journal
Expert Systems with Applications
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Volume
108
ISBN/ISSN
1873-6793
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Pages Count
8
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Publisher
Elsevier
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EISSN
N/A
DOI
10.1016/j.eswa.2018.04.036