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On the distribution of penalized maximum likelihood estimators: The LASSO, SCAD, and thresholding.
We study the distributions of the LASSO, SCAD, and thresholding estimators, in finite samples and in the large-sample limit. The asymptotic distributions are derived for both the case where the estimators are tuned to perform consistent model selection and for the case where the estimators are tuned
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