Paper Abstract and Keywords |
Presentation |
2012-01-27 09:55
A Study on Approximate Probabilistic Reasoning Algorithm for assuring and correcting accuracy results on Bayesian Networks Shuhei Wakasaki, Daisuke Kitakoshi, Masato Suzuki (TNCT) NC2011-110 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose an approximate probabilistic reasoning algorithm using the connecting structures of Bayesian networks, known as one of the stochastic models. The proposed algorithm is composed of a number of existing reasoning algorithms, such as loopy-BP and conditioning, and two kinds of statistical techniques (hypothesis testing and interval estimate). We call this algorithm Extended LBPC (Ex-LBPC). Ex-LBPC can assure accuracy of reasoning results, and corrects the results when the results cannot be assured. Computer simulations are carried out to evaluate basic characteristics and performance of the proposed algorithm. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Bayesian network / Loopy-BP / Conditioning / Hypothesis Testing / Interval Estimation / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 419, NC2011-110, pp. 77-82, Jan. 2012. |
Paper # |
NC2011-110 |
Date of Issue |
2012-01-19 (NC) |
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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NC2011-110 |
Conference Information |
Committee |
NC |
Conference Date |
2012-01-26 - 2012-01-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Future University Hakodate |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General, Complex Systems and Neurocomputing |
Paper Information |
Registration To |
NC |
Conference Code |
2012-01-NC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Study on Approximate Probabilistic Reasoning Algorithm for assuring and correcting accuracy results on Bayesian Networks |
Sub Title (in English) |
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Keyword(1) |
Bayesian network |
Keyword(2) |
Loopy-BP |
Keyword(3) |
Conditioning |
Keyword(4) |
Hypothesis Testing |
Keyword(5) |
Interval Estimation |
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1st Author's Name |
Shuhei Wakasaki |
1st Author's Affiliation |
Tokyo National College of Technology (TNCT) |
2nd Author's Name |
Daisuke Kitakoshi |
2nd Author's Affiliation |
Tokyo National College of Technology (TNCT) |
3rd Author's Name |
Masato Suzuki |
3rd Author's Affiliation |
Tokyo National College of Technology (TNCT) |
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Speaker |
Author-1 |
Date Time |
2012-01-27 09:55:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2011-110 |
Volume (vol) |
vol.111 |
Number (no) |
no.419 |
Page |
pp.77-82 |
#Pages |
6 |
Date of Issue |
2012-01-19 (NC) |
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