Model Construction of Boolean Network via Observed Data
文献类型：期刊论文
| 作者 | Cheng, Daizhan1 ; Qi, Hongsheng1; Li, Zhiqiang2
|
| 刊名 | IEEE TRANSACTIONS ON NEURAL NETWORKS
 |
| 出版日期 | 2011-04-01 |
| 卷号 | 22期号:4页码:525-536 |
| 关键词 | Algebraic form identification infection process least in-degree model uniform Boolean network |
| ISSN号 | 1045-9227 |
| DOI | 10.1109/TNN.2011.2106512 |
| 英文摘要 | In this paper, a set of data is assumed to be obtained from an experiment that satisfies a Boolean dynamic process. For instance, the dataset can be obtained from the diagnosis of describing the diffusion process of cancer cells. With the observed datasets, several methods to construct the dynamic models for such Boolean networks are proposed. Instead of building the logical dynamics of a Boolean network directly, its algebraic form is constructed first and then is converted back to the logical form. Firstly, a general construction technique is proposed. To reduce the size of required data, the model with the known network graph is considered. Motivated by this, the least in-degree model is constructed that can reduce the size of required data set tremendously. Next, the uniform network is investigated. The number of required data points for identification of such networks is independent of the size of the network. Finally, some principles are proposed for dealing with data with errors. |
| 资助项目 | National Natural Science Foundation of China[61074114] ; National Natural Science Foundation of China[60736022] ; National Natural Science Foundation of China[60221301] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000289210500002 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/12674]  |
| 专题 | 系统科学研究所 |
| 通讯作者 | Cheng, Daizhan |
| 作者单位 | 1.Chinese Acad Sci, Key Lab Syst & Control, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Henan Univ Econ & Law, Dept Math & Informat Sci, Zhengzhou 450002, Peoples R China |
| 推荐引用方式 GB/T 7714 | Cheng, Daizhan,Qi, Hongsheng,Li, Zhiqiang. Model Construction of Boolean Network via Observed Data[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS,2011,22(4):525-536. |
| APA | Cheng, Daizhan,Qi, Hongsheng,&Li, Zhiqiang.(2011).Model Construction of Boolean Network via Observed Data.IEEE TRANSACTIONS ON NEURAL NETWORKS,22(4),525-536. |
| MLA | Cheng, Daizhan,et al."Model Construction of Boolean Network via Observed Data".IEEE TRANSACTIONS ON NEURAL NETWORKS 22.4(2011):525-536. |
入库方式： OAI收割
来源：数学与系统科学研究院
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