Title
Embedding Temporal Display into Maps for Occlusion-Free Visualization of Spatio-temporal Data
Abstract
It is often necessary to analyze spatio-temporal data such as traffic flow, air pollution, and vehicle trajectories in a city. A map is often used to show the spatial context while various temporal displays like time series plots can be used to present the changes in the data over time. In this paper, we present a novel visualization that can seamlessly embed temporal displays into a map for occlusion-free visualization of both the spatial and temporal attributes of the data. We first extend the seam carving algorithm to broaden the roads of interest in a map with the least distortion to other areas, and then embed temporal displays into the roads to reveal temporal patterns without the occlusion of map information. We study various design choices in our method, including the encoding of the time direction and temporal display, and conduct two comprehensive user studies to validate our design decisions. We also demonstrate the usability of our approach with case studies on real traffic flow data in a major city.
Year
DOI
Venue
2014
10.1109/PacificVis.2014.56
PacificVis
Keywords
Field
DocType
spatio-temporal visualizationseam carving,occlusion-free visualization,spatial data attributes,time direction encoding,design decision,spatio-temporal data,seam carving algorithm,temporal display,cartography,real traffic flow data,air pollution,traffic engineering computing,embedding temporal display,map information,temporal pattern,vehicle trajectories,computational geometry,data analysis,temporal attribute,various temporal display,traffic flow,temporal display encoding,data visualisation,spatio-temporal data analysis,time direction,time series plot,seam carving,temporal data attributes,temporal display embedding,maps,time series plots,spatio-temporal visualization,visualization,time series analysis,algorithm design and analysis,trajectory,data visualization
Computer vision,Data visualization,Traffic flow,Visualization,Computer science,Computational geometry,Usability,Seam carving,Temporal database,Artificial intelligence,Spatial contextual awareness
Conference
ISSN
Citations 
PageRank 
2165-8765
7
0.46
References 
Authors
22
5
Name
Order
Citations
PageRank
Guo-Dao Sun117111.24
Yang Liu270.46
Wenbin Wu3100.82
Ronghua Liang437642.60
Huamin Qu52033115.33