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  4. Matrix-based visual correlation analysis on large timeseries data
 
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2012
Conference Paper
Title

Matrix-based visual correlation analysis on large timeseries data

Abstract
In recent years, the quantity of time series data generated in a wide variety of domains grown consistently. Thus, it is difficult for analysts to process and understand this overwhelming amount of data. In the specific case of time series data another problem arises: time series can be highly interrelated. This problem becomes even more challenging when a set of parameters influences the progression of a time series. However, while most visual analysis techniques support the analysis of short time periods, e.g. one day or one week, they fail to visualize large-scale time series, ranging over one year or more. In our approach we present a time series matrix visualization that tackles this problem. Its primary advantages are that it scales to a large number of time series with different start and end points and allows for the visual comparison / correlation analysis of a set of influencing factors. To evaluate our approach, we applied our technique to a real-world data set, showing the impact of local weather conditions on the efficiency of photovoltaic power plants.
Author(s)
Behrisch, Michael
Univ. Konstanz
Davey, James
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Schreck, Tobias
Univ. Konstanz
Keim, Daniel A.
Univ. Konstanz
Kohlhammer, Jörn  orcid-logo
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Mainwork
IEEE Conference on Visual Analytics Science & Technology, VAST 2012. Proceedings  
Conference
Conference on Visual Analytics Science and Technology (VAST) 2012  
DOI
10.1109/VAST.2012.6400549
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • visual analytic

  • time series analysis

  • matrix representation

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