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Protein complex detection based on partially shared multi-view clustering
Le Ou-Yang1,2; Zhang, Xiao-Fei3,4; Dai, Dao-Qing5,6; Wu, Meng-Yun7; Zhu, Yuan8; Liu, Zhiyong9; Yan, Hong2
刊名BMC BIOINFORMATICS
2016-09-13
卷号17
关键词Multi-view learning Protein-protein interaction Protein complex
ISSN号1471-2105
DOI10.1186/s12859-016-1164-9
英文摘要Background: Protein complexes are the key molecular entities to perform many essential biological functions. In recent years, high-throughput experimental techniques have generated a large amount of protein interaction data. As a consequence, computational analysis of such data for protein complex detection has received increased attention in the literature. However, most existing works focus on predicting protein complexes from a single type of data, either physical interaction data or co-complex interaction data. These two types of data provide compatible and complementary information, so it is necessary to integrate them to discover the underlying structures and obtain better performance in complex detection.
WOS研究方向Biochemistry & Molecular Biology ; Biotechnology & Applied Microbiology ; Mathematical & Computational Biology
语种英语
出版者BMC
WOS记录号WOS:000383403600003
内容类型期刊论文
源URL[http://10.2.47.112/handle/2XS4QKH4/1209]  
专题上海财经大学
通讯作者Dai, Dao-Qing
作者单位1.Shenzhen Univ, Coll Informat Engn, Nanhai Ave 3688, Shenzhen 518060, Peoples R China;
2.City Univ Hong Kong, Dept Elect & Engn, Tat Chee Ave, Hong Kong, Hong Kong, Peoples R China;
3.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R China;
4.Cent China Normal Univ, Hubei Key Lab Math Sci, Wuhan 430079, Peoples R China;
5.Sun Yat Sen Univ, Intelligent Data Ctr, Xin Gang Rd West, Guangzhou 510275, Guangdong, Peoples R China;
6.Sun Yat Sen Univ, Dept Math, Xin Gang Rd West, Guangzhou 510275, Guangdong, Peoples R China;
7.Shanghai Univ Finance & Econ, Sch Stat & Management, Guoding Rd, Shanghai 200433, Peoples R China;
8.China Univ Geosci, Sch Automat, Wuhan, Peoples R China;
9.Shenzhen Polytech, Shenzhen 518055, Peoples R China
推荐引用方式
GB/T 7714
Le Ou-Yang,Zhang, Xiao-Fei,Dai, Dao-Qing,et al. Protein complex detection based on partially shared multi-view clustering[J]. BMC BIOINFORMATICS,2016,17.
APA Le Ou-Yang.,Zhang, Xiao-Fei.,Dai, Dao-Qing.,Wu, Meng-Yun.,Zhu, Yuan.,...&Yan, Hong.(2016).Protein complex detection based on partially shared multi-view clustering.BMC BIOINFORMATICS,17.
MLA Le Ou-Yang,et al."Protein complex detection based on partially shared multi-view clustering".BMC BIOINFORMATICS 17(2016).
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