Paper Abstract and Keywords |
Presentation |
2017-02-18 11:20
Small-sized Kernel Classifier By Support Vector Retraining Based on Minimum Classification Error Criterion Ryoma Tani (Doshisha Univ.), Hideyuki Watanabe (ATR), Shigeru Katagiri, Miho Osaki (Doshisha Univ.) PRMU2016-159 CNR2016-26 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Different from the Multi-class Support Vector Machine (MSVM) that fixes Support Vectors (SVs) to training samples, the Kernel Minimum Classification Error (KMCE) training method readjusts SVs, each being treated as a sample-based prototype. Focusing on this feature of KMCE method, we aim to develop a small-sized accurate kernel classifier by reducing SVs based on the norm of the weight vector for SV and applying the KMCE training. In four classification experiments, we show that our proposed procedure can effectively reduce SVs depending on the classification difficulty of task and successfully achieve small-sized classifiers. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Multi-class Support Vector Machine / Kernel Minimum Classification Error Training / Kernel / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 461, PRMU2016-159, pp. 41-46, Feb. 2017. |
Paper # |
PRMU2016-159 |
Date of Issue |
2017-02-11 (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 |
PRMU2016-159 CNR2016-26 |
Conference Information |
Committee |
PRMU CNR |
Conference Date |
2017-02-18 - 2017-02-19 |
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 |
2017-02-PRMU-CNR |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Small-sized Kernel Classifier By Support Vector Retraining Based on Minimum Classification Error Criterion |
Sub Title (in English) |
|
Keyword(1) |
Multi-class Support Vector Machine |
Keyword(2) |
Kernel Minimum Classification Error Training |
Keyword(3) |
Kernel |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Ryoma Tani |
1st Author's Affiliation |
Doshisha University (Doshisha Univ.) |
2nd Author's Name |
Hideyuki Watanabe |
2nd Author's Affiliation |
Advanced Telecommunications Research Institute International (ATR) |
3rd Author's Name |
Shigeru Katagiri |
3rd Author's Affiliation |
Doshisha University (Doshisha Univ.) |
4th Author's Name |
Miho Osaki |
4th Author's Affiliation |
Doshisha University (Doshisha Univ.) |
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 |
2017-02-18 11:20:00 |
Presentation Time |
25 minutes |
Registration for |
PRMU |
Paper # |
PRMU2016-159, CNR2016-26 |
Volume (vol) |
vol.116 |
Number (no) |
no.461(PRMU), no.462(CNR) |
Page |
pp.41-46 |
#Pages |
6 |
Date of Issue |
2017-02-11 (PRMU, CNR) |
|