DocumentCode
1217665
Title
Visualizing fuzzy points in parallel coordinates
Author
Berthold, Michael R. ; Hall, Lawrence O.
Author_Institution
Tripos Inc., San Francisco, CA, USA
Volume
11
Issue
3
fYear
2003
fDate
6/1/2003 12:00:00 AM
Firstpage
369
Lastpage
374
Abstract
Exploratory data analysis heavily relies on methods to visualize data and models in a user friendly and interpretable manner. We show how models consisting of a collection of fuzzy points can be visualized in parallel coordinates. In contrast to existing techniques that display only lines representing centroids or shaded areas showing the general variance of cluster centers, the proposed technique shows the spread of the fuzzy membership in each dimension in detail. This allows for a better interpretation of overlap in fuzzy rules.
Keywords
data visualisation; fuzzy set theory; pattern clustering; exploratory data analysis; fuzzy membership; fuzzy points visualization; fuzzy rules; parallel coordinates; Computer science; Data analysis; Data visualization; Fuzzy logic; Military computing; Multidimensional systems; Principal component analysis; Scattering; Two dimensional displays;
fLanguage
English
Journal_Title
Fuzzy Systems, IEEE Transactions on
Publisher
ieee
ISSN
1063-6706
Type
jour
DOI
10.1109/TFUZZ.2003.812696
Filename
1203796
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