Paper Abstract and Keywords |
Presentation |
2015-06-19 13:30
On a generalization of RBF networks by FGM copula Shuhei Ota, Mitsuhiro Kimura (Hosei Univ.) R2015-10 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
First we extend the traditional RBF (radial basis function) network to improve the applicability for nonlinear multivariate analysis. The idea of introducing copula functions into the radial basis functions is proposed. After constructing the new model, we compare the estimation performances among three models (new model, traditional RBF network, and multiple nonlinear regression model) via the sample data analysis. Our interest is whether our new model improves the forecasting accuracy of multivariate data sets. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
FGM copula / RBF network / multivariate regression model / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 101, R2015-10, pp. 1-6, June 2015. |
Paper # |
R2015-10 |
Date of Issue |
2015-06-12 (R) |
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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R2015-10 |
Conference Information |
Committee |
R |
Conference Date |
2015-06-19 - 2015-06-19 |
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Registration To |
R |
Conference Code |
2015-06-R |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
On a generalization of RBF networks by FGM copula |
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FGM copula |
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RBF network |
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multivariate regression model |
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1st Author's Name |
Shuhei Ota |
1st Author's Affiliation |
Hosei University (Hosei Univ.) |
2nd Author's Name |
Mitsuhiro Kimura |
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Hosei University (Hosei Univ.) |
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Speaker |
Author-2 |
Date Time |
2015-06-19 13:30:00 |
Presentation Time |
25 minutes |
Registration for |
R |
Paper # |
R2015-10 |
Volume (vol) |
vol.115 |
Number (no) |
no.101 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2015-06-12 (R) |
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