| Presentation | 2012-03-28 Evaluation of the gene regulatory network inference method by the neural network using DNA microarray data Yasuki HIRAI, Naoyuki KIZAKI, Soichiro IKUNO, Hiroaki KUROKAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The gene regulatory networks show a correlation among gene expression. A lot of method to describe gene regulatory networks have been developed. A method with a neural network is proposed a method to infer this gene regulatory network. This method is influenced greatly by the measurement error included in gene expression data DNA microarrays. Therefore it became the cause that decline the accuracy of the inference result. For this reason, we have proposed the method to improvement, and we showed the validity of the proposed method by simulations. As a result, The our proposed method was also effective in the inference using data that contains the error. It has not shown that the validity to infer gene regulatory networks using data from DNA microarrays. So, we show the validity of the proposed method by inferring the gene regulatory network using data from DNA microarrays. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | gene regulatory network / differential equation model / neural network |
| Paper # | NLP2011-152 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2012/3/20(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation of the gene regulatory network inference method by the neural network using DNA microarray data |
| Sub Title (in English) | |
| Keyword(1) | gene regulatory network |
| Keyword(2) | differential equation model |
| Keyword(3) | neural network |
| 1st Author's Name | Yasuki HIRAI |
| 1st Author's Affiliation | Tokyo University of Technology() |
| 2nd Author's Name | Naoyuki KIZAKI |
| 2nd Author's Affiliation | Tokyo University of Technology |
| 3rd Author's Name | Soichiro IKUNO |
| 3rd Author's Affiliation | Tokyo University of Technology |
| 4th Author's Name | Hiroaki KUROKAWA |
| 4th Author's Affiliation | Tokyo University of Technology |
| Date | 2012-03-28 |
| Paper # | NLP2011-152 |
| Volume (vol) | vol.111 |
| Number (no) | 498 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |