Paper Abstract and Keywords |
Presentation |
2009-01-23 13:00
On the Global Convergence of a Decomposition Method for General Convex Quadratic Programming Problems Yuta Kobayashi, Norikazu Takahashi (Kyushu Univ.) CAS2008-92 NLP2008-122 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A convex quadratic programming (QP) problem, which plays important roles in many fields, is an optimization problem to minimize a convex quadratic function subject to some linear constrains. Recently, the authors have developed a new algorithm for solving general convex QP problems, which is based on the decomposition method for the training of support vector machines, and confirmed its effectiveness through experiments. In this report, we analyze theoretically the global convergence property of the algorithm. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
convex quadratic programming problem / decomposition method / global convergence / support vector machine / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 108, no. 389, NLP2008-122, pp. 159-163, Jan. 2009. |
Paper # |
NLP2008-122 |
Date of Issue |
2009-01-15 (CAS, 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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CAS2008-92 NLP2008-122 |
Conference Information |
Committee |
CAS NLP |
Conference Date |
2009-01-22 - 2009-01-23 |
Place (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
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Paper Information |
Registration To |
NLP |
Conference Code |
2009-01-CAS-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
On the Global Convergence of a Decomposition Method for General Convex Quadratic Programming Problems |
Sub Title (in English) |
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convex quadratic programming problem |
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decomposition method |
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global convergence |
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support vector machine |
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1st Author's Name |
Yuta Kobayashi |
1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
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Norikazu Takahashi |
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Kyushu University (Kyushu Univ.) |
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Speaker |
Author-1 |
Date Time |
2009-01-23 13:00:00 |
Presentation Time |
20 minutes |
Registration for |
NLP |
Paper # |
CAS2008-92, NLP2008-122 |
Volume (vol) |
vol.108 |
Number (no) |
no.388(CAS), no.389(NLP) |
Page |
pp.159-163 |
#Pages |
5 |
Date of Issue |
2009-01-15 (CAS, NLP) |
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