Paper Abstract and Keywords |
Presentation |
2010-11-05 15:30
[Poster Presentation]
Statistical mechanics of on-line learning using correlated examples Kento Nakao (Kansai Univ.), Yuuta Narukawa (Daihen), Seiji Miyoshi (Kansai Univ.) IBISML2010-91 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We consider a model composed of nonlinear perceptrons and analytically investigate the generalization performance of learning using correlated examples in the framework of on-line learning with statistical mechanical
method. In Hebbian and AdaTron learning, the larger the correlation is, the slower the learning speed is. There are the lower limits in the generalization error when the number of examples used in an update increases. On the contrary, in Perceptron learning, the learning speed does not depend on the correlation. There are not the lower
limits in the generalization error. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
nonlinear perceptron / on-line learning / generalization error / correlated examples / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 265, IBISML2010-91, pp. 239-244, Nov. 2010. |
Paper # |
IBISML2010-91 |
Date of Issue |
2010-10-28 (IBISML) |
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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IBISML2010-91 |
Conference Information |
Committee |
IBISML |
Conference Date |
2010-11-04 - 2010-11-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
IIS, Univ. of Tokyo |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
IBIS 2010 (Workshop on Information-based Induction Sciences) |
Paper Information |
Registration To |
IBISML |
Conference Code |
2010-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Statistical mechanics of on-line learning using correlated examples |
Sub Title (in English) |
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Keyword(1) |
nonlinear perceptron |
Keyword(2) |
on-line learning |
Keyword(3) |
generalization error |
Keyword(4) |
correlated examples |
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1st Author's Name |
Kento Nakao |
1st Author's Affiliation |
Kansai University (Kansai Univ.) |
2nd Author's Name |
Yuuta Narukawa |
2nd Author's Affiliation |
Daihen (Daihen) |
3rd Author's Name |
Seiji Miyoshi |
3rd Author's Affiliation |
Kansai University (Kansai Univ.) |
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Speaker |
Author-1 |
Date Time |
2010-11-05 15:30:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2010-91 |
Volume (vol) |
vol.110 |
Number (no) |
no.265 |
Page |
pp.239-244 |
#Pages |
6 |
Date of Issue |
2010-10-28 (IBISML) |
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