Paper Abstract and Keywords |
Presentation |
2012-03-14 17:15
The Number decision method of hidden units using the cumulative weight changing amount Shuniti Ishi, Jun Rokui (Shimane Univ.) NC2011-147 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, we verified about the method of determining the number of hidden units which is one
of the performance decrement factors of a hierarchical type neural network. We would like to focus attention on the
relation between the unit weight at the time of learning and the optimal number of hidden units. When performing
fixed count learning, the accumulation value of the amount of hidden unit weight change was used for estimation of
the number determination of hidden units. We propose the method of determining the optimal number of hidden
units by estimating division of each hidden unit on the basis of the amount of accumulation weight change of an
initial state. We verified the validity of the proposed method experimentally. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
neural network / cumulative weight / hidden units / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 483, NC2011-147, pp. 153-158, March 2012. |
Paper # |
NC2011-147 |
Date of Issue |
2012-03-07 (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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NC2011-147 |
Conference Information |
Committee |
MBE NC |
Conference Date |
2012-03-14 - 2012-03-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2012-03-MBE-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
The Number decision method of hidden units using the cumulative weight changing amount |
Sub Title (in English) |
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neural network |
Keyword(2) |
cumulative weight |
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hidden units |
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1st Author's Name |
Shuniti Ishi |
1st Author's Affiliation |
Shimane University (Shimane Univ.) |
2nd Author's Name |
Jun Rokui |
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Shimane University (Shimane Univ.) |
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Speaker |
Author-1 |
Date Time |
2012-03-14 17:15:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2011-147 |
Volume (vol) |
vol.111 |
Number (no) |
no.483 |
Page |
pp.153-158 |
#Pages |
6 |
Date of Issue |
2012-03-07 (NC) |