Proceedings of the Fuzzy System Symposium
22nd Fuzzy System Symposium
Session ID : 6B1-3
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A Consideration on the multi-dimensional topology in Self-Organizing Maps
*KIKUO FUJIMURAKAZUHIRO MASUDAYUTAKA FUKUI
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Abstract
We consider to the 3-dimensional topological Self-Organizing Maps and more higher order Maps origin from the 1-dimensional topological network (line) and 2-dimensional topological network (plane) which are well used from the former. Since a compression ratio becomes low by 3-dimensional SOM as compared with 2-dimensional SOM, it may be able to leave more information on the original data. Research of 3-dimensional SOM is not popular. The main reasons are 1) The topology of a unit is various and 2) The general-purpose topology which can be used in common with many data sets is not established. The data visualization technique of having been suitable for 3-dimensional SOM is proposed in this paper.
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© 2006 Japan Society for Fuzzy Theory and Intelligent Informatics
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