A Phylogeny-Regularized Sparse Regression Model for Predictive Modeling of Microbial Community Data

A Phylogeny-Regularized Sparse Regression Model for Predictive Modeling of Microbial Community Data

Fueled by technological advancement, there has been a surge of human microbiome studies surveying the microbial communities associated with the human body and their links with health and disease. As a complement to the human genome, the human microbiome holds great potential for precision medicine....

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Bibliographic Details
Main Authors: Jian Xiao, Li Chen, Yue Yu, Xianyang Zhang, Jun Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-12-01
Series:Frontiers in Microbiology
Subjects:
microbiome
phylogenetic tree
sparse generalized linear model
predictive model
statistical modeling
high-dimenisonal statistics
Online Access:https://www.frontiersin.org/article/10.3389/fmicb.2018.03112/full

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https://www.frontiersin.org/article/10.3389/fmicb.2018.03112/full

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