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Variable Selection in Heterogeneous Datasets: A Truncated-rank Sparse Linear Mixed Model with Applications to Genome-wide Association Studies

A fundamental and important challenge in modern datasets of ever increasing dimensionality is variable selection, which has taken on renewed interest recently due to the growth of biological and medical datasets with complex, non-i.i.d. structures. Naïvely applying classical variable selection metho...

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Detalhes bibliográficos
Publicado no:Proceedings (IEEE Int Conf Bioinformatics Biomed)
Main Authors: Wang, Haohan, Aragam, Bryon, Xing, Eric P.
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5889139/
https://ncbi.nlm.nih.gov/pubmed/29629235
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/BIBM.2017.8217687
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