Message passing algorithms for the Hopfield network reconstruction: Threshold behavior and limitation
文献类型：期刊论文
| 作者 | Huang, Haiping; Huang, HP , Chinese Acad Sci, Inst Theoret Phys, Key Lab Frontiers Theoret Phys, Beijing 100190, Peoples R China |
| 刊名 | PHYSICAL REVIEW E
 |
| 出版日期 | 2010 |
| 卷号 | 82期号:5页码:- |
| 关键词 | Neural-networks Statistical Physics Cortical Networks Primate Retina Glass Models Patterns Connectivity Population States |
| ISSN号 | 1539-3755 |
| 英文摘要 | The Hopfield network is reconstructed as an inverse Ising problem by passing messages. The applied susceptibility propagation algorithm is shown to improve significantly on other mean-field-type methods and extends well into the low-temperature region. However, this iterative algorithm is limited by the nature of the supplied data. Its performance deteriorates as the data become highly magnetized, and this method finally fails in the presence of the frozen type data where at least two of its magnetizations are equal to 1 in absolute value. On the other hand, a threshold behavior is observed for the susceptibility propagation algorithm and the transition from good reconstruction to poor one becomes sharper as the network size increases. |
| 学科主题 | Physics |
| URL标识 | 查看原文 |
| WOS记录号 | WOS:000284207900001 |
| 公开日期 | 2012-08-02 |
| 源URL | [http://ir.itp.ac.cn/handle/311006/5008]  |
| 专题 | 理论物理研究所_理论物理所1978-2010年知识产出 |
| 通讯作者 | Huang, HP , Chinese Acad Sci, Inst Theoret Phys, Key Lab Frontiers Theoret Phys, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Huang, Haiping,Huang, HP , Chinese Acad Sci, Inst Theoret Phys, Key Lab Frontiers Theoret Phys, Beijing 100190, Peoples R China. Message passing algorithms for the Hopfield network reconstruction: Threshold behavior and limitation[J]. PHYSICAL REVIEW E,2010,82(5):-. |
| APA | Huang, Haiping,&Huang, HP , Chinese Acad Sci, Inst Theoret Phys, Key Lab Frontiers Theoret Phys, Beijing 100190, Peoples R China.(2010).Message passing algorithms for the Hopfield network reconstruction: Threshold behavior and limitation.PHYSICAL REVIEW E,82(5),-. |
| MLA | Huang, Haiping,et al."Message passing algorithms for the Hopfield network reconstruction: Threshold behavior and limitation".PHYSICAL REVIEW E 82.5(2010):-. |
入库方式： OAI收割
来源：理论物理研究所
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