| Presentation | 2012-01-27 A Study on Approximate Probabilistic Reasoning Algorithm for Assuring and Correcting Accuracy Results on Bayesian Networks Shuhei WAKASAKI, Daisuke KITAKOSHI, Masato SUZUKI, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Bayesian network / Loopy-BP / Conditioning / Sampling / Hypothesis Testing / Interval Estimation |
| Paper # | NC2011-110 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/1/19(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| 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) | A Study on Approximate Probabilistic Reasoning Algorithm for Assuring and Correcting Accuracy Results on Bayesian Networks |
| Sub Title (in English) | |
| Keyword(1) | Bayesian network |
| Keyword(2) | Loopy-BP |
| Keyword(3) | Conditioning |
| Keyword(4) | Sampling |
| Keyword(5) | Hypothesis Testing |
| Keyword(6) | Interval Estimation |
| 1st Author's Name | Shuhei WAKASAKI |
| 1st Author's Affiliation | Tokyo National College of Technology() |
| 2nd Author's Name | Daisuke KITAKOSHI |
| 2nd Author's Affiliation | Tokyo National College of Technology |
| 3rd Author's Name | Masato SUZUKI |
| 3rd Author's Affiliation | Tokyo National College of Technology |
| Date | 2012-01-27 |
| Paper # | NC2011-110 |
| Volume (vol) | vol.111 |
| Number (no) | 419 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |