Paper Abstract and Keywords |
Presentation |
2012-11-08 15:00
Efficient SVM Bootstrap Computation by Parametric Programming Yoshiki Suzuki, Kohei Ogawa, Ichiro Takeuchi (Nagoya Inst. of Tech.) IBISML2012-73 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we study statistical variability estimation of the support vector machine (SVM) by using bootstrap method.
Training a large number of the SVMs for each of the thousands of bootstrap samples is quite time-consuming.
We therefore develop a new algorithm for efficiently computing these large set of the SVMs by introducing two techniques called \emph{parametric programming} and \emph{sphere test}.
Parametric programming allows us to efficiently compute the optimal solutions of two similar problems, while sphere test enables us to estimate the similarity or distance between two different SVMs.We demonstrate the effectiveness of our algorithm through numerical experiments on real data. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Support Vector Machine / Bootstrap / Parametric Programing / Sphere Test / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 112, no. 279, IBISML2012-73, pp. 277-282, Nov. 2012. |
Paper # |
IBISML2012-73 |
Date of Issue |
2012-10-31 (IBISML) |
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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IBISML2012-73 |
Conference Information |
Committee |
IBISML |
Conference Date |
2012-11-07 - 2012-11-09 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Bunkyo School Building, Tokyo Campus, Tsukuba Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
the 15th Information-Based Induction Sciences Workshop |
Paper Information |
Registration To |
IBISML |
Conference Code |
2012-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Efficient SVM Bootstrap Computation by Parametric Programming |
Sub Title (in English) |
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Keyword(1) |
Support Vector Machine |
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Bootstrap |
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Parametric Programing |
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Sphere Test |
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1st Author's Name |
Yoshiki Suzuki |
1st Author's Affiliation |
Nagoya Institute of Technology (Nagoya Inst. of Tech.) |
2nd Author's Name |
Kohei Ogawa |
2nd Author's Affiliation |
Nagoya Institute of Technology (Nagoya Inst. of Tech.) |
3rd Author's Name |
Ichiro Takeuchi |
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Nagoya Institute of Technology (Nagoya Inst. of Tech.) |
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Speaker |
Author-1 |
Date Time |
2012-11-08 15:00:00 |
Presentation Time |
150 minutes |
Registration for |
IBISML |
Paper # |
IBISML2012-73 |
Volume (vol) |
vol.112 |
Number (no) |
no.279 |
Page |
pp.277-282 |
#Pages |
6 |
Date of Issue |
2012-10-31 (IBISML) |
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