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Time series analysis of microbiome data regularized by local linear manifold

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成果类型:
期刊论文、会议论文
作者:
Jiang, Xingpeng*蒋兴鹏);Hu, Xiaohua;He, Tingting(何婷婷
通讯作者:
Jiang, Xingpeng(蒋兴鹏
作者机构:
[Jiang, Xingpeng; He, Tingting; Hu, Xiaohua] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Hubei, Peoples R China.
[Hu, Xiaohua] Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA.
通讯机构:
[Jiang, Xingpeng] C
Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Hubei, Peoples R China.
语种:
英文
关键词:
Linear regression;Manifold learning;Microbiome;Regularization
期刊:
PROCEEDINGS 2015 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE
ISSN:
2156-1125
年:
2015
页码:
119-122
会议名称:
IEEE International Conference on Bioinformatics and Biomedicine - Medical Informatics and Decision Making
会议论文集名称:
IEEE International Conference on Bioinformatics and Biomedicine-BIBM
会议时间:
NOV 09-12, 2015
会议地点:
Washington, DC
会议主办单位:
[Jiang, Xingpeng;Hu, Xiaohua;He, Tingting] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Hubei, Peoples R China.^[Hu, Xiaohua] Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA.
会议赞助商:
IEEE, IEEE Comp Soc, Natl Sci Fdn
主编:
Huan, J Miyano, S Shehu, A Hu, X Ma, B Rajasekaran, S Gombar, VK Schapranow, IM Yoo, IH Zhou, JY Chen, B Pai, V Pierce, B
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-4673-6798-1
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
摘要:
Microbial abundance dynamics along time axis can be used to explore complex interactions among microorganisms. This is very important to use time series data for understanding the structure and function of a microbial community and its dynamic characteristics with the purturbations of external environment and physiology. Species with Time Delay regulatory network of relationships will be more suitable for microbial interactions, because the regulation between microorganisms is often a slow process with delay, rather than an instantaneous proces...

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