Presentation | 2004/10/12 Improvement of Cluster BP Implementation Yusuke IZUMI, Taisuke SATO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Cluster BP, which has been proposed from a standpoint of statistical physics, is a method of approximate computation of marginal distributions of probablistic models including Bayesian networks. It is experimentally applied to decoding of error correcting code and linkage analysis in genetics. In this paper, we propose a method ofeffective computation of the values called message, so that the time of computation is reduced. We also attempt to improve the convergence of cluster BP by simple tricks. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Cluster BP / Junction Tree Algorithm / Convergence of BP |
Paper # | NC2004-74 |
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Committee | NC |
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Conference Date | 2004/10/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Improvement of Cluster BP Implementation |
Sub Title (in English) | |
Keyword(1) | Cluster BP |
Keyword(2) | Junction Tree Algorithm |
Keyword(3) | Convergence of BP |
1st Author's Name | Yusuke IZUMI |
1st Author's Affiliation | Graduate School of Infomation Science and Engineering, Toyko Institute of Technology() |
2nd Author's Name | Taisuke SATO |
2nd Author's Affiliation | Graduate School of Infomation Science and Engineering, Toyko Institute of Technology |
Date | 2004/10/12 |
Paper # | NC2004-74 |
Volume (vol) | vol.104 |
Number (no) | 349 |
Page | pp.pp.- |
#Pages | 5 |
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