Paper Abstract and Keywords |
Presentation |
2015-06-11 09:25
An Adaptive Learning Method Based on Distance to Nodes in Self-Organizing Incremental Neural Networks Natsumi Oba, Hidehiro Nakano, Arata Miyauchi (Tokyo City Univ.) NLP2015-40 CCS2015-2 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The self-organizing incremental neural networks realize the clustering of input
data by repeating to add and delete nodes. In this article, we propose an adaptive learning method which decides
the update rule of the nodes based on the distances from the input
data. Through the numerical experiments, the effectiveness of the proposed
method is confirmed. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural Networks / SOINN / pattern recognition / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 77, NLP2015-40, pp. 7-12, June 2015. |
Paper # |
NLP2015-40 |
Date of Issue |
2015-06-04 (NLP, CCS) |
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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NLP2015-40 CCS2015-2 |
Conference Information |
Committee |
NLP CCS |
Conference Date |
2015-06-11 - 2015-06-12 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Waseda Univerisity |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2015-06-NLP-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Adaptive Learning Method Based on Distance to Nodes in Self-Organizing Incremental Neural Networks |
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Neural Networks |
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SOINN |
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pattern recognition |
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1st Author's Name |
Natsumi Oba |
1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
2nd Author's Name |
Hidehiro Nakano |
2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
3rd Author's Name |
Arata Miyauchi |
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Tokyo City University (Tokyo City Univ.) |
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Speaker |
Author-1 |
Date Time |
2015-06-11 09:25:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2015-40, CCS2015-2 |
Volume (vol) |
vol.115 |
Number (no) |
no.77(NLP), no.78(CCS) |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2015-06-04 (NLP, CCS) |
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