Institutional Repository of Key Laboratory of Mental Health, CAS
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 |
通讯作者邮箱 | [email protected] |
心理所单位排序 | 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 |
2016-11-03 | |
语种 | 英语 |
DOI | 10.1186/s40064-016-3526-1 |
发表期刊 | SPRINGERPLUS |
ISSN | 2193-1801 |
卷号 | 5期号:1页码:1911 |
收录类别 | SCI |
WOS关键词 | RECURRENT NEURAL-NETWORKS ; BAYESIAN NETWORKS ; LOGIC RELATIONSHIPS ; LEARNING ALGORITHM ; INFERENCE ; PROFILES |
WOS标题词 | Science & Technology |
WOS研究方向 | Science & Technology - Other Topics |
WOS类目 | Multidisciplinary Sciences |
WOS记录号 | WOS:000391814900007 |
WOS分区 | Q2 |
资助机构 | National Natural Science Foundation of China(61303145 ; University Basic Research Foundation(201362031) ; 61401459) |
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 |
推荐引用方式 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,&Wang Y.(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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A new gene regulator(2690KB) | 期刊论文 | 出版稿 | 暂不开放 | CC BY-NC-SA | 请求全文 |
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