DocumentCode
2000789
Title
The classification of the chain-link and other data by spherical SOM
Author
Tokutaka, H. ; Ohkita, M. ; Oyabu, M. ; Fujimura, Kikuo
Author_Institution
SOM Japan Inc., Tottori, Japan
fYear
2012
fDate
20-24 Nov. 2012
Firstpage
458
Lastpage
461
Abstract
A new classification method which can visualize a multidimensional data set was proposed. There, phase distances on the spherical surface among the label data was computed. Using these distances, a dendrogram can be constructed. Here, using the constructed dendrogram, the colored classification of the cluster group on the spherical surface based on the label data was carried out. This method can be applied to various data. Here, the method was applied to the chain-link problem which can be considered as difficult for the representation and to the problem of the separation of the random number planes which were piled up to the direction of the height.
Keywords
data visualisation; pattern classification; self-organising feature maps; chain-link classification method; chain-link problem; cluster group colored classification; dendrogram; label data; multidimensional data visualization; phase distance; self-organizing feature maps; spherical SOM; spherical surface; Spherical SOM; chain-link problem; colored classification; the separation of the random number planes;
fLanguage
English
Publisher
ieee
Conference_Titel
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location
Kobe
Print_ISBN
978-1-4673-2742-8
Type
conf
DOI
10.1109/SCIS-ISIS.2012.6505000
Filename
6505000
Link To Document