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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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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)  
Keyword(1) crowdsourcing  
Keyword(2) online learning  
Keyword(3) regret  
Keyword(4) 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
Date of Issue 2013-07-11 (IBISML) 


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