Marginal Likelihood Integrals for Mixtures of Independence Models
文献类型：期刊论文
| 作者 | Lin, Shaowei1; Sturmfels, Bernd1; Xu, Zhiqiang2
|
| 刊名 | JOURNAL OF MACHINE LEARNING RESEARCH
 |
| 出版日期 | 2009-07-01 |
| 卷号 | 10页码:1611-1631 |
| 关键词 | marginal likelihood exact integration mixture of independence model computational algebra |
| ISSN号 | 1532-4435 |
| 英文摘要 | Inference in Bayesian statistics involves the evaluation of marginal likelihood integrals. We present algebraic algorithms for computing such integrals exactly for discrete data of small sample size. Our methods apply to both uniform priors and Dirichlet priors. The underlying statistical models are mixtures of independent distributions, or, in geometric language, secant varieties of Segre-Veronese varieties. |
| 资助项目 | A*STAR (Agency for Science, Technology and Research, Singapore) ; Alexander von Humboldt research prize ; U. S. National Science Foundation[DMS-0456960] ; NSFC[10871196] ; Sofia Kovalevskaya prize |
| WOS研究方向 | Automation & Control Systems ; Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000270825000011 |
| 出版者 | MICROTOME PUBL |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/8218]  |
| 专题 | 计算数学与科学工程计算研究所 |
| 通讯作者 | Lin, Shaowei |
| 作者单位 | 1.Univ Calif Berkeley, Dept Math, Berkeley, CA 94720 USA 2.Chinese Acad Sci, Acad Math & Syst Sci, LSEC, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lin, Shaowei,Sturmfels, Bernd,Xu, Zhiqiang. Marginal Likelihood Integrals for Mixtures of Independence Models[J]. JOURNAL OF MACHINE LEARNING RESEARCH,2009,10:1611-1631. |
| APA | Lin, Shaowei,Sturmfels, Bernd,&Xu, Zhiqiang.(2009).Marginal Likelihood Integrals for Mixtures of Independence Models.JOURNAL OF MACHINE LEARNING RESEARCH,10,1611-1631. |
| MLA | Lin, Shaowei,et al."Marginal Likelihood Integrals for Mixtures of Independence Models".JOURNAL OF MACHINE LEARNING RESEARCH 10(2009):1611-1631. |
入库方式： OAI收割
来源：数学与系统科学研究院
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