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Doubly regularized estimation and selection in linear mixed-effects models for high-dimensional longitudinal data

The linear mixed-effects model (LMM) is widely used in the analysis of clustered or longitudinal data. This paper aims to address analytic challenges arising from estimation and selection in the application of the LMM to high-dimensional longitudinal data. We develop a doubly regularized approach in...

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Detalhes bibliográficos
Publicado no:Stat Interface
Main Authors: Li, Yun, Wang, Sijian, Song, Peter X.-K., Wang, Naisyin, Zhou, Ling, Zhu, Ji
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6269103/
https://ncbi.nlm.nih.gov/pubmed/30510614
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.4310/SII.2018.v11.n4.a15
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