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Paper Abstract and Keywords
Presentation 2010-06-15 16:05
An EM algorithm on binary decision diagrams with order encoding for propositional logic-based probabilistic models
Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato (Tokyo Inst. of Tech.), Shin-ichi Minato (Hokkaido Univ) IBISML2010-23
Abstract (in Japanese) (See Japanese page) 
(in English) We propose an EM algorithm on Binary Decision Diagrams (BDDs) with order encoding for propositional logic-based probabilistic models. The space/time complexities of our algorithm are proportional to the size of the BDD
representing observations. In the case of noisy-OR and hidden Markov models, the complexity of our algorithm is the same as ones specialized for each models. We apply our algorithm to evaluating biological hypotheses generated
by logic-based abduction and show that the result is consistent with our biological knowledge.
Keyword (in Japanese) (See Japanese page) 
(in English) binary decision diagrams / Expectation-Maximization algorithm / order encoding / propositionalized probability computation / statistical abduction / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 76, IBISML2010-23, pp. 155-165, June 2010.
Paper # IBISML2010-23 
Date of Issue 2010-06-07 (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)
Download PDF IBISML2010-23

Conference Information
Committee IBISML  
Conference Date 2010-06-14 - 2010-06-15 
Place (in Japanese) (See Japanese page) 
Place (in English) Takeda Hall, Univ. Tokyo 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine learning, etc. 
Paper Information
Registration To IBISML 
Conference Code 2010-06-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An EM algorithm on binary decision diagrams with order encoding for propositional logic-based probabilistic models 
Sub Title (in English)  
Keyword(1) binary decision diagrams  
Keyword(2) Expectation-Maximization algorithm  
Keyword(3) order encoding  
Keyword(4) propositionalized probability computation  
Keyword(5) statistical abduction  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Masakazu Ishihata  
1st Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
2nd Author's Name Yoshitaka Kameya  
2nd Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
3rd Author's Name Taisuke Sato  
3rd Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
4th Author's Name Shin-ichi Minato  
4th Author's Affiliation Hokkaido University (Hokkaido Univ)
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Speaker Author-1 
Date Time 2010-06-15 16:05:00 
Presentation Time 15 minutes 
Registration for IBISML 
Paper # IBISML2010-23 
Volume (vol) vol.110 
Number (no) no.76 
Page pp.155-165 
#Pages 11 
Date of Issue 2010-06-07 (IBISML) 

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