Paper Abstract and Keywords |
Presentation |
2010-11-05 15:30
[Poster Presentation]
Statistical Mechanics of Adaptive Weight Perturbation Learning Ryousuke Miyoshi, Yutaka Maeda, Seiji Miyoshi (Kansai Univ.) IBISML2010-92 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The weight perturbation learning was proposed as a learning rule which adds perturbation to the variable parameters of learning machines. Generalization performance of the weight perturbation learning was analyzed by statistical mechanical methods. The weight perturbation learning has the same asymptotic generalization property as the Perceptron learning. In this paper we consider difference between the Perceptron learning and the AdaTron learning which are well-known learning rules. Applying the consideration to the weight perturbation learning, we propose the adaptive weight perturbation learning. The generalization performance of the proposed rule is analyzed by statistical mechanical methods. Consequently, it is shown that the proposed learning rule has an outstanding asymptotic property corresponding to the AdaTron learning. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
on-line learning / weight perturbation / simultaneous perturbation / generalization error / statistical mechanics / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 265, IBISML2010-92, pp. 245-250, Nov. 2010. |
Paper # |
IBISML2010-92 |
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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IBISML2010-92 |
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 Adaptive Weight Perturbation Learning |
Sub Title (in English) |
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Keyword(1) |
on-line learning |
Keyword(2) |
weight perturbation |
Keyword(3) |
simultaneous perturbation |
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generalization error |
Keyword(5) |
statistical mechanics |
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1st Author's Name |
Ryousuke Miyoshi |
1st Author's Affiliation |
Kansai University (Kansai Univ.) |
2nd Author's Name |
Yutaka Maeda |
2nd Author's Affiliation |
Kansai University (Kansai Univ.) |
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 # |
IBISML2010-92 |
Volume (vol) |
vol.110 |
Number (no) |
no.265 |
Page |
pp.245-250 |
#Pages |
6 |
Date of Issue |
2010-10-28 (IBISML) |
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