Paper Abstract and Keywords |
Presentation |
2012-01-27 09:30
A statistical analysis of soft-margin support vector machines for non-separable problems Hiroyuki Funaya, Kazushi Ikeda (NAIST) NC2011-109 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The statistical properties of SVMs for non-separable problems are studied. SVMs with hard margins are not always solvable for non-separable problems. Introducing soft margin alleviates this difficulty, but an SVM still fails in successfully solving the problems for heavily overlapped data. In this study, the probability that an SVM solves a problem properly is mathematically derived in one-dimensional case for both hard-margin's and soft-margin's case. Some computer simulations confirm the theoretical validity. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
SVM / nu-SVM / adaptive algorithms / statistical analysis / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 419, NC2011-109, pp. 71-76, Jan. 2012. |
Paper # |
NC2011-109 |
Date of Issue |
2012-01-19 (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) |
Download PDF |
NC2011-109 |
Conference Information |
Committee |
NC |
Conference Date |
2012-01-26 - 2012-01-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Future University Hakodate |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General, Complex Systems and Neurocomputing |
Paper Information |
Registration To |
NC |
Conference Code |
2012-01-NC |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A statistical analysis of soft-margin support vector machines for non-separable problems |
Sub Title (in English) |
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SVM |
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nu-SVM |
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adaptive algorithms |
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statistical analysis |
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1st Author's Name |
Hiroyuki Funaya |
1st Author's Affiliation |
Nara Institute of Science and Technology (NAIST) |
2nd Author's Name |
Kazushi Ikeda |
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Nara Institute of Science and Technology (NAIST) |
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Speaker |
Author-1 |
Date Time |
2012-01-27 09:30:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2011-109 |
Volume (vol) |
vol.111 |
Number (no) |
no.419 |
Page |
pp.71-76 |
#Pages |
6 |
Date of Issue |
2012-01-19 (NC) |
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