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Joint Adaptive Mean-Variance Regularization and Variance Stabilization of High Dimensional Data

The paper addresses a common problem in the analysis of high-dimensional high-throughput “omics” data, which is parameter estimation across multiple variables in a set of data where the number of variables is much larger than the sample size. Among the problems posed by this type of data are that va...

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Bibliographic Details
Main Authors: Dazard, Jean-Eudes, Rao, J. Sunil
Format: Artigo
Language:Inglês
Published: 2012
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC3375876/
https://ncbi.nlm.nih.gov/pubmed/22711950
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.csda.2012.01.012
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