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Paper Abstract and Keywords
Presentation 2011-06-21 14:50
Constructing Dirichlet Forest Priors for Logically Constrained Topic Models
Hayato Kobayashi, Hiromi Wakaki, Tomohiro Yamasaki, Masaru Suzuki (Toshiba) IBISML2011-10
Abstract (in Japanese) (See Japanese page) 
(in English) This paper describes a simple method to incorporate logical expressions of term-constraints into Dirichlet forest priors on a recently developed, term-constrained topic modeling framework (LDA-DF). Our method allows us to add new constraints without changing the algorithm, as well as covering the original constraints of LDA-DF. We discuss the validity of the algorithm by defining its asymptotic behaviors. We verify the effectiveness of our method with comparative studies on synthetic corpora and interactive topic analysis on a real corpus.
Keyword (in Japanese) (See Japanese page) 
(in English) topic model / semi-supervised learning / logical expression / dirichlet forest prior / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 87, IBISML2011-10, pp. 67-74, June 2011.
Paper # IBISML2011-10 
Date of Issue 2011-06-13 (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 2011-06-20 - 2011-06-21 
Place (in Japanese) (See Japanese page) 
Place (in English) Takeda Hall 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine learning and its applications 
Paper Information
Registration To IBISML 
Conference Code 2011-06-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Constructing Dirichlet Forest Priors for Logically Constrained Topic Models 
Sub Title (in English)  
Keyword(1) topic model  
Keyword(2) semi-supervised learning  
Keyword(3) logical expression  
Keyword(4) dirichlet forest prior  
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1st Author's Name Hayato Kobayashi  
1st Author's Affiliation Toshiba Corporation (Toshiba)
2nd Author's Name Hiromi Wakaki  
2nd Author's Affiliation Toshiba Corporation (Toshiba)
3rd Author's Name Tomohiro Yamasaki  
3rd Author's Affiliation Toshiba Corporation (Toshiba)
4th Author's Name Masaru Suzuki  
4th Author's Affiliation Toshiba Corporation (Toshiba)
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Speaker
Date Time 2011-06-21 14:50:00 
Presentation Time 30 
Registration for IBISML 
Paper # IEICE-IBISML2011-10 
Volume (vol) IEICE-111 
Number (no) no.87 
Page pp.67-74 
#Pages IEICE-8 
Date of Issue IEICE-IBISML-2011-06-13 


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