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Regularization Methods for High-Dimensional Instrumental Variables Regression With an Application to Genetical Genomics

In genetical genomics studies, it is important to jointly analyze gene expression data and genetic variants in exploring their associations with complex traits, where the dimensionality of gene expressions and genetic variants can both be much larger than the sample size. Motivated by such modern ap...

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Bibliografske podrobnosti
izdano v:J Am Stat Assoc
Main Authors: Lin, Wei, Feng, Rui, Li, Hongzhe
Format: Artigo
Jezik:Inglês
Izdano: 2015
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC4573639/
https://ncbi.nlm.nih.gov/pubmed/26392642
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2014.908125
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