Paper Abstract and Keywords |
Presentation |
2013-07-18 11:05
Online learning from Crowds Tran Quang Khai, Jun Sakuma (Univ. of Tsukuba) IBISML2013-4 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In our paper, we propose an online learning algorithm for classification problems using crowdsourcing services. By using the online learning approach, we are able to solve the problem that the existed method couldn’t deal with when the reliability of workers and the tend of tasks change over time. We show that under this learning condition the prediction accuracy of the existed method will be decreased. And using online learning method to solve online the existed method, the batch learning, we are able to solve this problem. After defining a new regret for online in crowdsourcing, we use it to estimate our method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
crowdsourcing / online learning / regret / regression / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 139, IBISML2013-4, pp. 19-26, July 2013. |
Paper # |
IBISML2013-4 |
Date of Issue |
2013-07-11 (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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IBISML2013-4 |
Conference Information |
Committee |
IBISML |
Conference Date |
2013-07-18 - 2013-07-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nishiwaseda Campus (Waseda univ.) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine Learningn, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2013-07-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Online learning from Crowds |
Sub Title (in English) |
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crowdsourcing |
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online learning |
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regret |
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regression |
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1st Author's Name |
Tran Quang Khai |
1st Author's Affiliation |
University of Tsukuba (Univ. of Tsukuba) |
2nd Author's Name |
Jun Sakuma |
2nd Author's Affiliation |
University of Tsukuba (Univ. of Tsukuba) |
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Speaker |
Author-1 |
Date Time |
2013-07-18 11:05:00 |
Presentation Time |
25 minutes |
Registration for |
IBISML |
Paper # |
IBISML2013-4 |
Volume (vol) |
vol.113 |
Number (no) |
no.139 |
Page |
pp.19-26 |
#Pages |
8 |
Date of Issue |
2013-07-11 (IBISML) |
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