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Designing penalty functions in high dimensional problems: The role of tuning parameters

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Various forms of penalty functions have been developed for regularized estimation and variable selection. Screening approaches are often used to reduce the number of covariate before penalized estimation. However, in certain problems, the number of covariates ... ...