DocumentCode :
951103
Title :
Visual Methods for Analyzing Time-Oriented Data
Author :
Aigner, Wolfgang ; Miksch, Silvia ; Muller, Wayne ; Schumann, Heidrun ; Tominski, Christian
Author_Institution :
Danube Univ. Krems, Krems
Volume :
14
Issue :
1
fYear :
2008
Firstpage :
47
Lastpage :
60
Abstract :
Providing appropriate methods to facilitate the analysis of time-oriented data is a key issue in many application domains. In this paper, we focus on the unique role of the parameter time in the context of visually driven data analysis. We will discuss three major aspects - visualization, analysis, and the user. It will be illustrated that it is necessary to consider the characteristics of time when generating visual representations. For that purpose, we take a look at different types of time and present visual examples. Integrating visual and analytical methods has become an increasingly important issue. Therefore, we present our experiences in temporal data abstraction, principal component analysis, and clustering of larger volumes of time-oriented data. The third main aspect we discuss is supporting user-centered visual analysis. We describe event-based visualization as a promising means to adapt the visualization pipeline to needs and tasks of users.
Keywords :
data analysis; data structures; data visualisation; pattern clustering; principal component analysis; event-based data visualization pipeline; principal component analysis; temporal data abstraction; time-oriented data analysis; time-oriented data clustering; user-centered visual analysis; visual representation method; Analysis; Time-Oriented Data; User; Visualization; Algorithms; Computer Graphics; Computer Simulation; Data Display; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Models, Theoretical; Time Factors; User-Computer Interface;
fLanguage :
English
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
Publisher :
ieee
ISSN :
1077-2626
Type :
jour
DOI :
10.1109/TVCG.2007.70415
Filename :
4359494
Link To Document :
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