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 |
DOI | 10.1186/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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