[Ma, Yuanyuan] Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China.
[Jiang, Xingpeng; He, Tingting; Hu, Xiaohua] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
[Ma, Yuanyuan] Anyang Normal Univ, Anyang, Peoples R China.
通讯机构:
[Jiang, Xingpeng] C
Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
语种:
英文
关键词:
Human Microbiome;Laplacian Regularization;Multi-view Clustering;Symmetric Nonnegative Matrix Factorization
期刊:
2016 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM)
ISSN:
2156-1125
年:
2017
页码:
625-630
会议名称:
IEEE International Conference on Bioinformatics and Biomedicine (IEEE BIBM)
会议论文集名称:
IEEE International Conference on Bioinformatics and Biomedicine-BIBM
会议时间:
DEC 15-18, 2016
会议地点:
Shenzhen, PEOPLES R CHINA
会议主办单位:
[Ma, Yuanyuan] Cent China Normal Univ, Sch Informat Management, Wuhan, Peoples R China.^[Hu, Xiaohua;He, Tingting;Jiang, Xingpeng] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.^[Ma, Yuanyuan] Anyang Normal Univ, Anyang, Peoples R China.
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61532008, 61300144]; China Scholarship CouncilChina Scholarship Council; International Cooperation Project of Hubei Province [2014BHE0017]; Self-determined Research Funds of CCNU from Colleges' Basic Research and Operation of MOE [CCNU1004A028, CCNU16KFY04]; Excellent Doctoral Breeding Project of CCNU [2016YBZZ127]
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
信息管理学院
摘要:
Many datasets existed in the real world are often comprised of different representations or views which provide complementary information to each other. For example, microbiome datasets can be represented by metabolic paths, taxonomic assignment or gene families. To integrate information from multiple views, data integration approaches such as methods based on nonnegative matrix factorization (NMF) have been developed to combine multi-view information simultaneously to obtain a comprehensive view which reveals the underlying data structure shar...