DNA-chart visual tool for topological higher order information from spatio-temporal trajectory dataset

Wang, Ye, Lee, Kyungmi, and Lee, Ickjai (2018) DNA-chart visual tool for topological higher order information from spatio-temporal trajectory dataset. Expert Systems with Applications, 108. pp. 28-35.

[img] PDF (Published Version) - Published Version
Restricted to Repository staff only

View at Publisher Website: https://doi.org/10.1016/j.eswa.2018.04.0...
 
1


Abstract

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.

Item ID: 53619
Item Type: Article (Refereed Research - C1)
Keywords: higher order information; topological information; voronoi diagram; visualisation; trajectory
ISSN: 1873-6793
Date Deposited: 19 Jul 2018 23:52
FoR Codes: 08 INFORMATION AND COMPUTING SCIENCES > 0801 Artificial Intelligence and Image Processing > 080109 Pattern Recognition and Data Mining @ 100%
SEO Codes: 89 INFORMATION AND COMMUNICATION SERVICES > 8902 Computer Software and Services > 890299 Computer Software and Services not elsewhere classified @ 100%
Downloads: Total: 1
More Statistics

Actions (Repository Staff Only)

Item Control Page Item Control Page