Paper Abstract and Keywords |
Presentation |
2012-11-26 13:30
A New Classification Method Focusing on Prediction Accuracy of Classifiers for ECOC Classification Systems Sotaro Ishibashi, Kenta Mikawa, Takashi Ishida, Masayuki Goto (Waseda Univ.) AI2012-16 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The ECOC method is known as a powerful tool using a combination of binary classifiers for multi-valued document classification.We propose a new classification method focusing on prediction accuracy of each classifier and error correcting capability of the code used for ECOC classification systems.Through simulation experiment for document classification, the effectiveness of proposed method is clarified. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Multi-valued Classification Problem / Relevance Vector Machine / Error Correcting Output Codes / Reject Rule / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 112, no. 319, AI2012-16, pp. 7-12, Nov. 2012. |
Paper # |
AI2012-16 |
Date of Issue |
2012-11-19 (AI) |
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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AI2012-16 |
Conference Information |
Committee |
AI |
Conference Date |
2012-11-26 - 2012-11-26 |
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(See Japanese page) |
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Paper Information |
Registration To |
AI |
Conference Code |
2012-11-AI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A New Classification Method Focusing on Prediction Accuracy of Classifiers for ECOC Classification Systems |
Sub Title (in English) |
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Keyword(1) |
Multi-valued Classification Problem |
Keyword(2) |
Relevance Vector Machine |
Keyword(3) |
Error Correcting Output Codes |
Keyword(4) |
Reject Rule |
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1st Author's Name |
Sotaro Ishibashi |
1st Author's Affiliation |
Waseda University (Waseda Univ.) |
2nd Author's Name |
Kenta Mikawa |
2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
3rd Author's Name |
Takashi Ishida |
3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
4th Author's Name |
Masayuki Goto |
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Waseda University (Waseda Univ.) |
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Speaker |
Author-1 |
Date Time |
2012-11-26 13:30:00 |
Presentation Time |
30 minutes |
Registration for |
AI |
Paper # |
AI2012-16 |
Volume (vol) |
vol.112 |
Number (no) |
no.319 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2012-11-19 (AI) |