| Presentation | 2011/6/16 Gene Regulatory Network Prediction using a Dynamic Gaussian Process : MCMC approach TAKAAKI KIKUCHI, TOMOHIKO SUZUKI, YOHEI NAKADA, TAKASHI KABURAGI, TAKASHI MATSUMOTO, TOMOMI KIMIWADA, KEIJI WADA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A dynamic Gaussian process-based algorithm is proposed for predicting a gene regulatory network structure of mouse clock genes, which regulate circadian rhythm. The proposed algorithm attempts to capture nonlinear dynamics associated with gene expression values with Bayesian non-parametrics. Implementation was performed by a Markov Chain Monte Carlo (MCMC). |
| Keyword(in Japanese) | (See Japanese page) |
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| Paper # | Vol.2011-BIO-25 No.6 |
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| Committee | NC |
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| Conference Date | 2011/6/16(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) | Gene Regulatory Network Prediction using a Dynamic Gaussian Process : MCMC approach |
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| 1st Author's Name | TAKAAKI KIKUCHI |
| 1st Author's Affiliation | Waseda University, Graduate School of Advanced Science and Engineering() |
| 2nd Author's Name | TOMOHIKO SUZUKI |
| 2nd Author's Affiliation | Waseda University, Graduate School of Advanced Science and Engineering |
| 3rd Author's Name | YOHEI NAKADA |
| 3rd Author's Affiliation | Aoyama Gakuin University, Department of Industrial and Systems Engineering |
| 4th Author's Name | TAKASHI KABURAGI |
| 4th Author's Affiliation | Gakushuin University, Computer Center |
| 5th Author's Name | TAKASHI MATSUMOTO |
| 5th Author's Affiliation | Waseda University, Faculty of Science and Engineering |
| 6th Author's Name | TOMOMI KIMIWADA |
| 6th Author's Affiliation | Miyagi Children's Hospital, Neurosurgery |
| 7th Author's Name | KEIJI WADA |
| 7th Author's Affiliation | National Center of Neurology and Psychiatry |
| Date | 2011/6/16 |
| Paper # | Vol.2011-BIO-25 No.6 |
| Volume (vol) | vol.111 |
| Number (no) | 96 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |