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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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Vydáno v:Neuroimage
Hlavní autoři: Bunea, Florentina, She, Yiyuan, Ombao, Hernando, Gongvatana, Assawin, Devlin, Kate, Cohen, Ronald
Médium: Artigo
Jazyk:Inglês
Vydáno: 2010
Témata:
On-line přístup: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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