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Adjusting for High-dimensional Covariates in Sparse Precision Matrix Estimation by ℓ(1)-Penalization

Motivated by the analysis of genetical genomic data, we consider the problem of estimating high-dimensional sparse precision matrix adjusting for possibly a large number of covariates, where the covariates can affect the mean value of the random vector. We develop a two-stage estimation procedure to...

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Autors principals: Yin, Jianxin, Li, Hongzhe
Format: Artigo
Idioma:Inglês
Publicat: 2013
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC3653344/
https://ncbi.nlm.nih.gov/pubmed/23687392
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jmva.2013.01.005
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