Paper Abstract and Keywords |
Presentation |
2017-03-13 13:10
Application of Forward-Propagation Learning Rule to Three-Layer Auto-Encoder Tadamasa Kurosawa, Naohiro Fukumura (Toyohashi Univ. of Tech) NC2016-82 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
By the development of Deep Learning, the concern over three-layer Auto-Encoder for Pre-training has risen.
On the other hand, a Forward-propagation learning rule that propagates errors forward as an inverse model learning method in biological motion control has been proposed.
This method can be applied only to a system that learns the identity mapping in the whole system and learns faster than the conventional learning method, Back-propagation learning rule.
However, learning is easy to divergence.
In this research, we apply this learning method to the Auto-Encoder which learns identity mapping and tried learning with various algorithms using FP.
Finally, we tried to apply it Pre-training using MNIST handwritten characters. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Auto-Encoder / Identity mapping / Forward-propagation learning rule / Pre-training / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 521, NC2016-82, pp. 109-114, March 2017. |
Paper # |
NC2016-82 |
Date of Issue |
2017-03-06 (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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NC2016-82 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2017-03-13 - 2017-03-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
NC |
Conference Code |
2017-03-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Application of Forward-Propagation Learning Rule to Three-Layer Auto-Encoder |
Sub Title (in English) |
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Keyword(1) |
Auto-Encoder |
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Identity mapping |
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Forward-propagation learning rule |
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Pre-training |
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1st Author's Name |
Tadamasa Kurosawa |
1st Author's Affiliation |
Toyohashi University of Technology (Toyohashi Univ. of Tech) |
2nd Author's Name |
Naohiro Fukumura |
2nd Author's Affiliation |
Toyohashi University of Technology (Toyohashi Univ. of Tech) |
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Speaker |
Author-2 |
Date Time |
2017-03-13 13:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2016-82 |
Volume (vol) |
vol.116 |
Number (no) |
no.521 |
Page |
pp.109-114 |
#Pages |
6 |
Date of Issue |
2017-03-06 (NC) |
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