Paper Abstract and Keywords |
Presentation |
2010-12-10 09:30
Classifier-Independent Feature Selection for Large-Scale Data Shingo Yanagihori, Mineichi Kudo (Hokkaido Univ.) PRMU2010-139 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this study, we attempt to perform classifier-independent feature selection (CIFS) for large-scale data such as text classification.
Under the restriction of two-class and binary features, we propose an efficient method that selects a few valid features by using confidence bounds.
In comparative experiments for dataset with over 100,000 features and over 100,000 samples, the proposal method obtained a near optimal feature subset. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Feature Selection / Classifier-Independent / Large-Scale Data / Confidence Bound / Text Classification / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 330, PRMU2010-139, pp. 73-78, Dec. 2010. |
Paper # |
PRMU2010-139 |
Date of Issue |
2010-12-02 (PRMU) |
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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PRMU2010-139 |
Conference Information |
Committee |
PRMU FM |
Conference Date |
2010-12-09 - 2010-12-10 |
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(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2010-12-PRMU |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Classifier-Independent Feature Selection for Large-Scale Data |
Sub Title (in English) |
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Feature Selection |
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Classifier-Independent |
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Large-Scale Data |
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Confidence Bound |
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Text Classification |
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1st Author's Name |
Shingo Yanagihori |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Mineichi Kudo |
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Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2010-12-10 09:30:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2010-139 |
Volume (vol) |
vol.110 |
Number (no) |
no.330 |
Page |
pp.73-78 |
#Pages |
6 |
Date of Issue |
2010-12-02 (PRMU) |
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