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Paper Abstract and Keywords
Presentation 2006-06-16 11:40
On a fundamental learning of a Digital Spiking Neuron
Hiroyuki Torikai, Toshimichi Saito (HOSEI Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) The Digital Spiking Neuron (DSN) has discrete-time and discrete-state, and can generate spike-trains having various inter-spike intervals patterns.
In order to develop a learning algorithm of the DSN for realizing desired characteristics of the spike-train, in this paper we study an example problem: learning of the DSN for its application to positioning and so on.
First we clarify a relation between parameters of the DSN and basic properties of the spike-train theoretically.
Using the theoretical result we propose a fundamental learning algorithm and analyze its basic characteristics.
The analysis results suggest that the proposed algorithm can efficiently find parameters of the DSN which is suitable for the example application.
Keyword (in Japanese) (See Japanese page) 
(in English) Spiking Neuron / Pulse-coupled neural network / Shift register generator / Cellular Automata / FPGA / / /  
Reference Info. IEICE Tech. Rep., vol. 106, no. 102, NC2006-29, pp. 41-46, June 2006.
Paper # NC2006-29 
Date of Issue 2006-06-09 (NC) 
ISSN Print edition: ISSN 0913-5685
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Conference Information
Committee NC  
Conference Date 2006-06-15 - 2006-06-16 
Place (in Japanese) (See Japanese page) 
Place (in English) OIST 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Bio-data Mining with Machine Learning and General 
Paper Information
Registration To NC 
Conference Code 2006-06-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) On a fundamental learning of a Digital Spiking Neuron 
Sub Title (in English)  
Keyword(1) Spiking Neuron  
Keyword(2) Pulse-coupled neural network  
Keyword(3) Shift register generator  
Keyword(4) Cellular Automata  
Keyword(5) FPGA  
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1st Author's Name Hiroyuki Torikai  
1st Author's Affiliation Hosei University (HOSEI Univ.)
2nd Author's Name Toshimichi Saito  
2nd Author's Affiliation Hosei University (HOSEI Univ.)
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Speaker Author-1 
Date Time 2006-06-16 11:40:00 
Presentation Time 20 minutes 
Registration for NC 
Paper # NC2006-29 
Volume (vol) vol.106 
Number (no) no.102 
Page pp.41-46 
#Pages
Date of Issue 2006-06-09 (NC) 


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