Presentation 2010-03-10
Generation of landmine concept among multiple SOMs utilizing mutual information
Akira HIROSE, Ayato EJIRI, Kunio KITAHARA,
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Abstract(in English) We propose a concept generation method based on mutual information among multiple self-organizing maps (SOMs) for landmine visualization systems. In our system that pays attention to complex-valued texture of reflected/scattered microwave in spatial and frequency domains, it is desirable that we integrate these two modal information in a consistent manner so that the system can classify the features appropriately. This process also corresponds to the generation of "landmine" concept. Experiments demonstrate that our method makes a cluster(s) of landmine information in the space- and frequency-SOMs that interact with each other based on the mutual information.
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Keyword(in English) Complex-valued self-organizing map / radar / information integration / Concept generation
Paper # NC2009-130
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Committee NC
Conference Date 2010/3/2(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Generation of landmine concept among multiple SOMs utilizing mutual information
Sub Title (in English)
Keyword(1) Complex-valued self-organizing map
Keyword(2) radar
Keyword(3) information integration
Keyword(4) Concept generation
1st Author's Name Akira HIROSE
1st Author's Affiliation Department of Electrical Engineering and Information Systems, The University of Tokyo()
2nd Author's Name Ayato EJIRI
2nd Author's Affiliation Department of Electrical Engineering and Information Systems, The University of Tokyo
3rd Author's Name Kunio KITAHARA
3rd Author's Affiliation Department of Electrical Engineering and Information Systems, The University of Tokyo
Date 2010-03-10
Paper # NC2009-130
Volume (vol) vol.109
Number (no) 461
Page pp.pp.-
#Pages 6
Date of Issue