| 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 |
|
| 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) |
|
| Keyword(1) |
Spiking neuron |
| Keyword(2) |
Pulse-coupled network |
| Keyword(3) |
Shift register generator |
| Keyword(4) |
Cellular Automata |
| Keyword(5) |
FPGA |
| Keyword(6) |
Learning |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroyuki Torikai |
| 1st Author's Affiliation |
Hosei University (Hosei Univ.) |
| 2nd Author's Name |
Toshimichi Saito |
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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) |