Model Construction of Boolean Network via Observed Data

doi:10.1109/TNN.2011.2106512

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	Model Construction of Boolean Network via Observed Data
	Cheng, Daizhan1 ; Qi, Hongsheng 1; Li, Zhiqiang 2
	2011-04-01
发表期刊	IEEE TRANSACTIONS ON NEURAL NETWORKS
ISSN	1045-9227
卷号	22 期号:4 页码:525-536
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.
关键词	Algebraic form identification infection process least in-degree model uniform Boolean network
DOI	10.1109/TNN.2011.2106512
语种	英语
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
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:000289210500002
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/12675
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.