2014 Fiscal Year Final Research Report
Statistical Models based on Point Process Networks
| Project/Area Number |
23650144
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| Research Category |
Grant-in-Aid for Challenging Exploratory Research
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| Allocation Type | Multi-year Fund |
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| Research Field |
Statistical science
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| Research Institution | The University of Tokyo |
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Principal Investigator |
KOMAKI Fumiyasu 東京大学, 情報理工学(系)研究科, 教授 (70242039)
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| Project Period (FY) |
2011-04-28 – 2015-03-31
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| Keywords | 点過程 / ベイズ統計 |
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| Outline of Final Research Achievements |
A class of probabilistic input-output systems with a point process output are introduced. Statistical models useful for simulation and analysis concerning various phenomena such as neuronal firing are constructed by combining the input-output systems. A method based on shrinkage priors for simultaneous prediction and estimation for multivariate Poisson models are proposed.
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| Free Research Field |
統計科学
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