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Paper Abstract and Keywords
Presentation 2013-09-03 16:45
Community Discovery in Social Network Services using a LDA-based Network Clustering Approach
Xiaojun Ma, Yukihiro Tsuboshita (FujiXerox) PRMU2013-53 IBISML2013-33
Abstract (in Japanese) (See Japanese page) 
(in English) The growing popularity of SNS(Social Network Services) makes it an important information resource, which has motivated all kinds of researches on its information retrieval. Among those, community discovery has gained attention due to its potential value not only in enhancing the functionality of SNS like user search or user recommendation, but also in promoting its commercial use such as targeted marketing and advertising. This paper addresses the problem of discovering communities from social network via SNS. Membership diversity is a characteristic of social networks, where a person may belong to several social groups simultaneously. Some network clustering algorithms have been put forward for detecting overlapping communities. The paper studies the essence of the application of a LDA-based approach on finding communities in SNS through a benchmark evaluation. We present a quantitative assessment of community discovery methods based on Twitter data. Our experimental results demonstrate that LDA-based network clustering is most promising among those approaches in discovering SNS communities.
Keyword (in Japanese) (See Japanese page) 
(in English) SNS / Social Network Services / LDA / network clustering / / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 196, PRMU2013-53, pp. 207-212, Sept. 2013.
Paper # PRMU2013-53 
Date of Issue 2013-08-26 (PRMU, IBISML) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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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)
Download PDF PRMU2013-53 IBISML2013-33

Conference Information
Committee PRMU IBISML IPSJ-CVIM  
Conference Date 2013-09-02 - 2013-09-03 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To PRMU 
Conference Code 2013-09-PRMU-IBISML-CVIM 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Community Discovery in Social Network Services using a LDA-based Network Clustering Approach 
Sub Title (in English)  
Keyword(1) SNS  
Keyword(2) Social Network Services  
Keyword(3) LDA  
Keyword(4) network clustering  
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1st Author's Name Xiaojun Ma  
1st Author's Affiliation Fuji Xerox Co., Ltd (FujiXerox)
2nd Author's Name Yukihiro Tsuboshita  
2nd Author's Affiliation Fuji Xerox Co., Ltd (FujiXerox)
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Speaker Author-1 
Date Time 2013-09-03 16:45:00 
Presentation Time 30 minutes 
Registration for PRMU 
Paper # PRMU2013-53, IBISML2013-33 
Volume (vol) vol.113 
Number (no) no.196(PRMU), no.197(IBISML) 
Page pp.207-212 
#Pages
Date of Issue 2013-08-26 (PRMU, IBISML) 


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