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A new gene regulatory network model based on BP algorithm for interrogating differentially expressed genes of Sea Urchin
Liu, Longlong1; Zhao, Tingting1; Ma, Meng1; Wang, Yan2; Wang Y(王燕)
第一作者Liu Longlong
2016-11-03
发表期刊SPRINGERPLUS
通讯作者邮箱wyan@psych.ac.cn
ISSN2193-1801
文章类型Article
卷号5期号:1页码:1911
产权排序2
摘要Background: Computer science and mathematical theories are combined to analyze the complex interactions among genes, which are simplified to a network to establish a theoretical model for the analysis of the structure, module and dynamic properties. In contrast, traditional model of gene regulatory networks often lack an effective method for solving gene expression data because of high durational and spatial complexity. In this paper, we propose a new model for constructing gene regulatory networks using back propagation (BP) neural network based on predictive function and network topology.
关键词BP algorithm Gene regulatory network Neural network model Differentially expressed Sea Urchin genes
DOI10.1186/s40064-016-3526-1
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61303145 ; University Basic Research Foundation(201362031) ; 61401459)
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:000391814900007
WOS标题词Science & Technology
关键词[WOS]RECURRENT NEURAL-NETWORKS ; BAYESIAN NETWORKS ; LOGIC RELATIONSHIPS ; LEARNING ALGORITHM ; INFERENCE ; PROFILES
引用统计
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/20892
专题中国科学院心理健康重点实验室
通讯作者Wang Y(王燕)
作者单位1.Ocean Univ China, Sch Math Sci, Qingdao 266100, Peoples R China
2.Chinese Acad Sci, Inst Psychol, Key Lab Mental Hlth, Beijing 100101, Peoples R China
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Liu, Longlong,Zhao, Tingting,Ma, Meng,et al. A new gene regulatory network model based on BP algorithm for interrogating differentially expressed genes of Sea Urchin[J]. SPRINGERPLUS,2016,5(1):1911.
APA Liu, Longlong,Zhao, Tingting,Ma, Meng,Wang, Yan,&王燕.(2016).A new gene regulatory network model based on BP algorithm for interrogating differentially expressed genes of Sea Urchin.SPRINGERPLUS,5(1),1911.
MLA Liu, Longlong,et al."A new gene regulatory network model based on BP algorithm for interrogating differentially expressed genes of Sea Urchin".SPRINGERPLUS 5.1(2016):1911.
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