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 |
Download PDF |
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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) |
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Spiking Neuron |
Keyword(2) |
Pulse-coupled neural network |
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Shift register generator |
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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 |
6 |
Date of Issue |
2006-06-09 (NC) |