Paper Abstract and Keywords |
Presentation |
2014-02-13 15:00
Improved Subspace-based Support Vector Machines by linear combination of the separating hyper-planes Shota Funaki, Takuya Kitamura (TNCT) PRMU2013-135 CNR2013-43 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose the improved subspace-based SVMs (SS-SVMs) by linearly-combining the separating hyper-planes (LCS-SVMs). In this method, the discriminant function, which is determined in the training of the conventional SS-SVMs, for each class is defined as a feature quantity. With these feature quantities, the new discriminant functions are optimized by SVMs. Thus, for each class, , LCS-SVMs can generate the separating hyper-planes including the information of other class feature spaces. In addition, the learning cost of LCS-SVM will be about as low as SS-SVM if the number of class is not too big. Using benchmark set, we evaluate the effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Support vector machine / Multi-class classifier / Pattern recognition / Subspace method / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 431, PRMU2013-135, pp. 77-82, Feb. 2014. |
Paper # |
PRMU2013-135 |
Date of Issue |
2014-02-06 (PRMU, CNR) |
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 |
PRMU2013-135 CNR2013-43 |
Conference Information |
Committee |
PRMU CNR |
Conference Date |
2014-02-13 - 2014-02-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
PRMU |
Conference Code |
2014-02-PRMU-CNR |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Improved Subspace-based Support Vector Machines by linear combination of the separating hyper-planes |
Sub Title (in English) |
|
Keyword(1) |
Support vector machine |
Keyword(2) |
Multi-class classifier |
Keyword(3) |
Pattern recognition |
Keyword(4) |
Subspace method |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Shota Funaki |
1st Author's Affiliation |
Toyama National College of Technology (TNCT) |
2nd Author's Name |
Takuya Kitamura |
2nd Author's Affiliation |
Toyama National College of Technology (TNCT) |
3rd Author's Name |
|
3rd Author's Affiliation |
() |
4th Author's Name |
|
4th Author's Affiliation |
() |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2014-02-13 15:00:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2013-135, CNR2013-43 |
Volume (vol) |
vol.113 |
Number (no) |
no.431(PRMU), no.432(CNR) |
Page |
pp.77-82 |
#Pages |
6 |
Date of Issue |
2014-02-06 (PRMU, CNR) |
|