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Paper Abstract and Keywords
Presentation 2015-03-09 13:25
Statistical Model Checking with Adaptive Importance Sampling
Yu Nishiki, Shoji Yuen (Nagoya Univ) SS2014-61
Abstract (in Japanese) (See Japanese page) 
(in English) We propose a method for statitical model checking of error as rare events with adaptive importance sampling, where the fault trees are used to analyze the cause of the error. Statistical model checking(SMC) per-
forms Monte-Carlo simulation to statistically estimate whether a property holds with the specified probability. We apply the rare event simulation in SMC with adaptive importance sampling. We describe an error property as a bounded temporal logic formula to estimate how rare the formula is satisfied. Given a fault-tree for the error, we estimate a biasing density with less divergence iteratively by traversing the fault-tree. We implemented a statistical model checker using our method to illustrate that our method efficiently works to adaptively estimate of probability
distributions for the fault-tolerant fuel control system example in Simulink.
Keyword (in Japanese) (See Japanese page) 
(in English) Statistical model checking / Adaptive importance sampling / Fault-tree analysis / / / / /  
Reference Info. IEICE Tech. Rep., vol. 114, no. 510, SS2014-61, pp. 37-42, March 2015.
Paper # SS2014-61 
Date of Issue 2015-03-02 (SS) 
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 SS2014-61

Conference Information
Committee SS  
Conference Date 2015-03-09 - 2015-03-10 
Place (in Japanese) (See Japanese page) 
Place (in English) OKINAWAKEN SEINENKAIKAN 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To SS 
Conference Code 2015-03-SS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Statistical Model Checking with Adaptive Importance Sampling 
Sub Title (in English)  
Keyword(1) Statistical model checking  
Keyword(2) Adaptive importance sampling  
Keyword(3) Fault-tree analysis  
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1st Author's Name Yu Nishiki  
1st Author's Affiliation Nagoya University (Nagoya Univ)
2nd Author's Name Shoji Yuen  
2nd Author's Affiliation Nagoya University (Nagoya Univ)
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Speaker Author-1 
Date Time 2015-03-09 13:25:00 
Presentation Time 25 minutes 
Registration for SS 
Paper # SS2014-61 
Volume (vol) vol.114 
Number (no) no.510 
Page pp.37-42 
#Pages 6 
Date of Issue 2015-03-02 (SS) 

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