Paper Abstract and Keywords |
Presentation |
2014-03-17 15:00
Visualization using Supervised Generative Topographic Mapping Nobuhiko Yamaguchi (Saga Univ.) NC2013-97 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Generative Topographic Mapping (GTM) is a nonlinear latent variable model introduced by Bishop et al. as a data visualization technique. In this paper, we propose a supervised GTM model and a semi-supervised GTM model. The conventional supervised GTM uses discrete class labels in classification problems, and therefore cannot directly handle continuous output labels in regression problems. To overcome the problem, we propose a supervised GTM model which can naturally handle regression problems. In order to handle missing labels, we also propose a semi-supervised GTM model that uses both labeled and unlabeled data. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
generative topographic mapping / visualization / supervised learning / semi-supervised learning / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 500, NC2013-97, pp. 53-58, March 2014. |
Paper # |
NC2013-97 |
Date of Issue |
2014-03-10 (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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NC2013-97 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2014-03-17 - 2014-03-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
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(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2014-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Visualization using Supervised Generative Topographic Mapping |
Sub Title (in English) |
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generative topographic mapping |
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visualization |
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supervised learning |
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semi-supervised learning |
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1st Author's Name |
Nobuhiko Yamaguchi |
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Saga University (Saga Univ.) |
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Speaker |
Author-1 |
Date Time |
2014-03-17 15:00:00 |
Presentation Time |
20 minutes |
Registration for |
NC |
Paper # |
NC2013-97 |
Volume (vol) |
vol.113 |
Number (no) |
no.500 |
Page |
pp.53-58 |
#Pages |
6 |
Date of Issue |
2014-03-10 (NC) |
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