Cross validation in LASSO and its acceleration

We investigate leave-one-out cross validation (CV) as a determinator of the weight of the penalty term in the least absolute shrinkage and selection operator (LASSO). First, on the basis of the message passing algorithm and a perturbative discussion assuming that the number of observations is suffic...

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Bibliographic Details
Published in:Journal of statistical mechanics Vol. 2016; no. 5
Main Authors: Obuchi, Tomoyuki, Kabashima, Yoshiyuki
Format: Journal Article
Language:English
Published: IOP Publishing and SISSA 31.05.2016
ISSN:1742-5468
Online Access:Get full text
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