Paper Abstract and Keywords |
Presentation |
2007-11-18 14:25
Digital MLP with Binary Connection and Its Application Tohru Abe, Toshimichi Saito (HU) NC2007-59 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper studies Digital Multi-Layer Perceptron (DLP) characterized by signum activation function and binary connection parameters.
The DLP can realize various Boolean functions provided a sufficient number of hidden neurons are used.
As a typical example, rules of Binary Cellular Automata (BCA) are used
as teacher signals.
Applying a simple algorithm, the DLP can learn the rules and can be a robust system than the original ruletable.
Performing numerical experiments, we have given basic information for application to spatiotemporal pattern prediction problems. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Digital Multi-Layer Perceptron / Binary Cellular Automaton / rubust system / spatiotemporal pattern prediction / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 107, no. 328, NC2007-59, pp. 25-29, Nov. 2007. |
Paper # |
NC2007-59 |
Date of Issue |
2007-11-11 (NC) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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NC2007-59 |
Conference Information |
Committee |
NC |
Conference Date |
2007-11-18 - 2007-11-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Saga Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
neuro-hardware, and general |
Paper Information |
Registration To |
NC |
Conference Code |
2007-11-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Digital MLP with Binary Connection and Its Application |
Sub Title (in English) |
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Keyword(1) |
Digital Multi-Layer Perceptron |
Keyword(2) |
Binary Cellular Automaton |
Keyword(3) |
rubust system |
Keyword(4) |
spatiotemporal pattern prediction |
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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 |
2007-11-18 14:25:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2007-59 |
Volume (vol) |
vol.107 |
Number (no) |
no.328 |
Page |
pp.25-29 |
#Pages |
5 |
Date of Issue |
2007-11-11 (NC) |
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