Paper Abstract and Keywords |
Presentation |
2011-03-28 14:40
An Online Algorithm for Classification Using Coding Divergence Tadashi Yoshioka, Mahito Sugiyama, Akihiro Yamamoto (Kyoto Univ.) IBISML2010-117 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we construct an online algorithm for classification of real-valued data adopting coding divergence, which can unify two basic processes in machine learning, coding of real numbers and classification.
We realize online classification by using the coding divergence with binary encoding, that is, at every moment, the proposed method returns a result of computation in a short time, from given input at that moment.
We store a prefix of a sequence that represents real-valued data in a prefix tree for efficient calculation. We examine the method experimentally with real data sets. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Coding divergence / Classification / Prefix tree / Online algorithm / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 476, IBISML2010-117, pp. 93-100, March 2011. |
Paper # |
IBISML2010-117 |
Date of Issue |
2011-03-21 (IBISML) |
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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IBISML2010-117 |
Conference Information |
Committee |
IBISML |
Conference Date |
2011-03-28 - 2011-03-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nakanoshima Center, Osaka Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Text and Web mining, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2011-03-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An Online Algorithm for Classification Using Coding Divergence |
Sub Title (in English) |
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Keyword(1) |
Coding divergence |
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Classification |
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Prefix tree |
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Online algorithm |
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1st Author's Name |
Tadashi Yoshioka |
1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
2nd Author's Name |
Mahito Sugiyama |
2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
3rd Author's Name |
Akihiro Yamamoto |
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Kyoto University (Kyoto Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-03-28 14:40:00 |
Presentation Time |
20 minutes |
Registration for |
IBISML |
Paper # |
IBISML2010-117 |
Volume (vol) |
vol.110 |
Number (no) |
no.476 |
Page |
pp.93-100 |
#Pages |
8 |
Date of Issue |
2011-03-21 (IBISML) |
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