| Paper Abstract and Keywords |
| Presentation |
2011-01-18 14:50
A Note on the Inference Algorithm on the Factor Graph based on the Linear Programming Shunsuke Horii, Toshiyasu Matsushima (Waseda Univ.), Shigeichi Hirasawa (Waseda Univ./Cyber Univ.) IT2010-63 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Probabilistic inference problem on the graphical model is very important since it is arising in many applications which include theory of error-correcting codes, image processing, speech recognition, and so on. Recently,linear programming based decoding algorithm for the error-correcting code has been receiving a lot of attention. Viewing the decoding problem as an example of the probabilistic inference problem on the graphical model, the factor graph corresponds to the problem has some specific structure. The functions in the factor graph can be classified into two classes, indicator functions and non-indicator functions. For the graph corresponds to the decoding problem, each non-indicator function is connected to only one variable node. On the other hand, the factor graph corresponds to the general probabilistic inference problems possibly have non-indicator functions which is connected to more than one variable nodes. The aim of this study is to develop the linear programming based
inference algorithm for general inference problems. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
factor graph / linear programming / linear programming decoding / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 363, IT2010-63, pp. 55-60, Jan. 2011. |
| Paper # |
IT2010-63 |
| Date of Issue |
2011-01-11 (IT) |
| 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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IT2010-63 |
| Conference Information |
| Committee |
IT |
| Conference Date |
2011-01-18 - 2011-01-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IT |
| Conference Code |
2011-01-IT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on the Inference Algorithm on the Factor Graph based on the Linear Programming |
| Sub Title (in English) |
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| Keyword(1) |
factor graph |
| Keyword(2) |
linear programming |
| Keyword(3) |
linear programming decoding |
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| 1st Author's Name |
Shunsuke Horii |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Toshiyasu Matsushima |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 3rd Author's Name |
Shigeichi Hirasawa |
| 3rd Author's Affiliation |
Waseda University/Cyber Univeristy (Waseda Univ./Cyber Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2011-01-18 14:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
IT |
| Paper # |
IT2010-63 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.363 |
| Page |
pp.55-60 |
| #Pages |
6 |
| Date of Issue |
2011-01-11 (IT) |