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stat.ME2025
Guidelines for LASSO and derivatives use under different dependence and scale structures
Laura Freijeiro-González, Manuel Febrero-Bande, Wenceslao González-Manteiga
In a multivariate linear regression model with covariates, implementation of penalization techniques often implies a preliminary univariate standardization step. Although thi…
stat.ME2025
A kernel-based framework for covariate significance tests in nonparametric regression
Daniel Diz-Castro, Manuel Febrero-Bande, Wenceslao González-Manteiga
It is well known that nonparametric regression estimation and inference procedures are subject to the curse of dimensionality. Moreover, model interpretability usually decreases wi…