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Paper Abstract and Keywords
Presentation 2016-11-16 15:00
Inference of Classical Spin Model by Multidimensional Multiple Histogram Method
Hikaru Takenaka (UTokyo), Kenji Nagata (UTokyo/AIST/JST), Takashi Mizokawa (Waseda Univ.), Masato Okada (UTokyo/RIKEN) IBISML2016-61
Abstract (in Japanese) (See Japanese page) 
(in English) We propose a novel method for effective Bayesian inference of classical spin model by the multidimensional multiple histogram method.
The multidimensional multiple histogram method enables us to reconstruct not only the density of energies but also that of information about spin configurations simultaneously.
We use sampling data from the exchange Monte Carlo method for the electronic structure calculation in a triangular lattice system.
Consequently, we can reconstruct the result of parameter calculation and selection of classical spin model only by sampling of one-tenth or less of all configurations.
This result suggests that our method can be used generically for extension of exchange Monte Carlo method and application to larger system.
Keyword (in Japanese) (See Japanese page) 
(in English) multiple histogram method / Bayesian inference / exchange Monte Carlo method / model selection / / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 300, IBISML2016-61, pp. 109-116, Nov. 2016.
Paper # IBISML2016-61 
Date of Issue 2016-11-09 (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 2016-11-16 - 2016-11-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Kyoto Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Information-Based Induction Science Workshop (IBIS2016) 
Paper Information
Registration To IBISML 
Conference Code 2016-11-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Inference of Classical Spin Model by Multidimensional Multiple Histogram Method 
Sub Title (in English)  
Keyword(1) multiple histogram method  
Keyword(2) Bayesian inference  
Keyword(3) exchange Monte Carlo method  
Keyword(4) model selection  
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Keyword(6)  
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1st Author's Name Hikaru Takenaka  
1st Author's Affiliation The University of Tokyo (UTokyo)
2nd Author's Name Kenji Nagata  
2nd Author's Affiliation The University of Tokyo/National Institute of Advanced Industrial Science and Technology/Japan Science and Technology Agency (UTokyo/AIST/JST)
3rd Author's Name Takashi Mizokawa  
3rd Author's Affiliation Waseda University (Waseda Univ.)
4th Author's Name Masato Okada  
4th Author's Affiliation The University of Tokyo/RIKEN (UTokyo/RIKEN)
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Speaker Author-1 
Date Time 2016-11-16 15:00:00 
Presentation Time 180 minutes 
Registration for IBISML 
Paper # IBISML2016-61 
Volume (vol) vol.116 
Number (no) no.300 
Page pp.109-116 
#Pages 8 
Date of Issue 2016-11-09 (IBISML) 

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