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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)
First AuthorLiu Longlong
2016-11-03
Source PublicationSPRINGERPLUS
Correspondent Emailwyan@psych.ac.cn
ISSN2193-1801
SubtypeArticle
Volume5Issue:1Pages:1911
Contribution Rank2
AbstractBackground: 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.
KeywordBP algorithm Gene regulatory network Neural network model Differentially expressed Sea Urchin genes
DOI10.1186/s40064-016-3526-1
Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China(61303145 ; University Basic Research Foundation(201362031) ; 61401459)
WOS Research AreaScience & Technology - Other Topics
WOS SubjectMultidisciplinary Sciences
WOS IDWOS:000391814900007
WOS HeadingsScience & Technology
WOS KeywordRECURRENT NEURAL-NETWORKS ; BAYESIAN NETWORKS ; LOGIC RELATIONSHIPS ; LEARNING ALGORITHM ; INFERENCE ; PROFILES
Citation statistics
Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/20892
Collection中国科学院心理健康重点实验室
Corresponding AuthorWang Y(王燕)
Affiliation1.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
Recommended Citation
GB/T 7714
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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