Presentation 1998/2/5
A Self-Organizing Map with Resistive Fuse
Kousuke Katayama, Shingo Kawahara, Toshimichi Saito,
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Abstract(in English) In the paper, we propose a novel SOM algorithm that includes resistive fuse characteristic in order to suppress update of synaptic weights by obstructive inputs. Applying the algorithm to some clustering problems, we have confirmed that the novel algorithm exhibits much better performance than conventional one. We also propose an analog implementation example of the novel SOM and the efficient performance is demonstrated.
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Keyword(in English) Neural Networks / Self-Organizing-Maps / Resistive Fuse / Winner Take All / clustering
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Committee NC
Conference Date 1998/2/5(1days)
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Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) A Self-Organizing Map with Resistive Fuse
Sub Title (in English)
Keyword(1) Neural Networks
Keyword(2) Self-Organizing-Maps
Keyword(3) Resistive Fuse
Keyword(4) Winner Take All
Keyword(5) clustering
1st Author's Name Kousuke Katayama
1st Author's Affiliation Department of Electrical and Electronic Engineering, HOSEI University()
2nd Author's Name Shingo Kawahara
2nd Author's Affiliation Department of Electrical and Electronic Engineering, HOSEI University
3rd Author's Name Toshimichi Saito
3rd Author's Affiliation Department of Electrical and Electronic Engineering, HOSEI University
Date 1998/2/5
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Volume (vol) vol.97
Number (no) 532
Page pp.pp.-
#Pages 5
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