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Visualization Symposium, IEEE Pacific (2014)
Yokohama, Japan Japan
Mar. 4, 2014 to Mar. 7, 2014
pp: 193-200
Robert Krueger , Inst. for Visualization & Interactive Syst. (VIS), Univ. Stuttgart, Stuttgart, Germany
Dennis Thom , Inst. for Visualization & Interactive Syst. (VIS), Univ. Stuttgart, Stuttgart, Germany
Thomas Ertl , Inst. for Visualization & Interactive Syst. (VIS), Univ. Stuttgart, Stuttgart, Germany
ABSTRACT
With increasing use of GPS devices more and more location-based information is accessible. Thus not only more movements of people are tracked but also POI (point of interest) information becomes available in increasing geo-spatial density. To enable analysis of movement behavior, we present an approach to enrich trajectory data with semantic POI information and show how additional insights can be gained. Using a density-based clustering technique we extract 1.215 frequent destinations of ~150.000 user movements from a large e-mobility database. We query available context information from Foursquare, a popular location-based social network, to enrich the destinations with semantic background. As GPS measurements can be noisy, often more then one possible destination is found and movement patterns vary over time. Therefore we present highly interactive visualizations that enable an analyst to cope with the inherent geospatial and behavioral uncertainties.
INDEX TERMS
Trajectory, Data visualization, Context, Uncertainty, Semantics, Visualization, Motorcycles,Database Applica, Visual Analytics, Visual Movement Analysis, Context Enrichment, Sensemaking, Social Media, Movement Behaviour, Information Storage and Retrieval, Information Search and RetrievalInformation filtering, Query formulation, Selection process
CITATION
Robert Krueger, Dennis Thom, Thomas Ertl, "Visual Analysis of Movement Behavior Using Web Data for Context Enrichment", Visualization Symposium, IEEE Pacific, vol. 00, no. , pp. 193-200, 2014, doi:10.1109/PacificVis.2014.57
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