Paper Abstract and Keywords |
Presentation |
2007-03-16 10:30
Learning of CA rules by Digital Multi-Layer Perceptrons Tohru Abe, Toshimichi Saito (HU) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies learning of Binary Neural Networks (BNNs) that is a simplified version of Multi-Layer-Perceptrons.
The BNN has binary connection parameters and can realize a desired Boolean function provided a sufficient number of hidden neurons are given.
As an application, we use rules of Binary Cellular Automata(BCAs) as teacher signals.
Our elemental learning algorithm is based on random search of the binary parameters.
In basic neumerical experiments, we have investigated approximation property for the number of hidden neurons and have confirmed efficiency of the algorithm. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Binary Neural Networks / Binary Cellular Automaton / hidden neurons / supervised learning / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 106, no. 590, NC2006-202, pp. 85-89, March 2007. |
Paper # |
NC2006-202 |
Date of Issue |
2007-03-09 (NC) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
NC |
Conference Date |
2007-03-14 - 2007-03-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
NC |
Conference Code |
2007-03-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Learning of CA rules by Digital Multi-Layer Perceptrons |
Sub Title (in English) |
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Keyword(1) |
Binary Neural Networks |
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Binary Cellular Automaton |
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hidden neurons |
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supervised learning |
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1st Author's Name |
Tohru Abe |
1st Author's Affiliation |
Hosei University (HU) |
2nd Author's Name |
Toshimichi Saito |
2nd Author's Affiliation |
Hosei University (HU) |
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Speaker |
Author-1 |
Date Time |
2007-03-16 10:30:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2006-202 |
Volume (vol) |
vol.106 |
Number (no) |
no.590 |
Page |
pp.85-89 |
#Pages |
5 |
Date of Issue |
2007-03-09 (NC) |