Paper Abstract and Keywords |
Presentation |
2006-11-11 14:40
An approach toward learning algorithm for Digital Spiking Neuron Hiroyuki Torikai, Toshimichi Saito (Hosei Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A Digital Spiking Neuron (DSN) can generate a spike-train that can have various sequences of Inter-Spike Intervals (ISIs).
The DSN is a wired system of shift registers, and the wiring pattern is a crucial parameter that determines dynamics of the ISI.
In this paper, first, we clarify a basic relation between the wiring pattern and basic characteristics of the spike-train.
Based on this relation, we propose a learning algorithm that utilizes re-wirings.
As a teacher signal, the DSN accepts a sequence of ISIs generated by a teacher-DSN that has an unknown wiring pattern.
We then show that the proposed learning algorithm can be an approach toward a fundamental problem:
Can the DSN reconstruct the unknown wiring patterns of the teacher-DSN from the ISI sequence? |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Spiking neuron / Pulse-coupled network / Shift register generator / Cellular Automata / FPGA / Learning / / |
Reference Info. |
IEICE Tech. Rep., vol. 106, no. 342, NC2006-69, pp. 41-46, Nov. 2006. |
Paper # |
NC2006-69 |
Date of Issue |
2006-11-04 (NC) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
NC |
Conference Date |
2006-11-10 - 2006-11-11 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Saga University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Neuro-Hardware, and General |
Paper Information |
Registration To |
NC |
Conference Code |
2006-11-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An approach toward learning algorithm for Digital Spiking Neuron |
Sub Title (in English) |
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Keyword(1) |
Spiking neuron |
Keyword(2) |
Pulse-coupled network |
Keyword(3) |
Shift register generator |
Keyword(4) |
Cellular Automata |
Keyword(5) |
FPGA |
Keyword(6) |
Learning |
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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 |
2006-11-11 14:40:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2006-69 |
Volume (vol) |
vol.106 |
Number (no) |
no.342 |
Page |
pp.41-46 |
#Pages |
6 |
Date of Issue |
2006-11-04 (NC) |