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Penalized Least Squares Regression Methods and Applications to Neuroimaging

The goal of this paper is to review the most popular methods of predictor selection in regression models, to explain why some fail when the number P of explanatory variables exceeds the number N of participants, and to discuss alternative statistical methods that can be employed in this case. We foc...

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Bibliografiske detaljer
Udgivet i:Neuroimage
Main Authors: Bunea, Florentina, She, Yiyuan, Ombao, Hernando, Gongvatana, Assawin, Devlin, Kate, Cohen, Ronald
Format: Artigo
Sprog:Inglês
Udgivet: 2010
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5485905/
https://ncbi.nlm.nih.gov/pubmed/21167288
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.neuroimage.2010.12.028
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