Paper Abstract and Keywords |
Presentation |
2007-11-22 11:55
On Global Convergence of Decomposition Methods for Support Vector Regression Jun Guo (Kyushu Univ./JSPS), Norikazu Takahashi (Kyushu Univ.) NLP2007-96 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
To solve the large size quadratic programming (QP) problems arising in support vector regression (SVR) efficiently, decomposition methods are usually used. In a decomposition method, a large QP problem is decomposed
into a series of smaller QP subproblems, which can be solved much faster
than the original one. In this report, we consider the global convergence
of decomposition methods for SVR. We will show the decomposition methods for the convex programming problem formulated by Flake and Lawrence always stop within a finite number of iterations. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
support vector regression / decomposition method / global convergence / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 107, no. 349, NLP2007-96, pp. 7-12, Nov. 2007. |
Paper # |
NLP2007-96 |
Date of Issue |
2007-11-15 (NLP) |
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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NLP2007-96 |
Conference Information |
Committee |
NLP |
Conference Date |
2007-11-22 - 2007-11-22 |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2007-11-NLP |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
On Global Convergence of Decomposition Methods for Support Vector Regression |
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support vector regression |
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decomposition method |
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global convergence |
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1st Author's Name |
Jun Guo |
1st Author's Affiliation |
Kyushu University (Kyushu Univ./JSPS) |
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Norikazu Takahashi |
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Kyushu University (Kyushu Univ.) |
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Speaker |
Author-1 |
Date Time |
2007-11-22 11:55:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2007-96 |
Volume (vol) |
vol.107 |
Number (no) |
no.349 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2007-11-15 (NLP) |
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