In LASSO regression, univariate standardization both helps and hurts: it protects against scale-driven false discoveries but destabilizes variable selection under correlated covariates.
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Guidelines for LASSO and derivatives use under different dependence and scale structures
In LASSO regression, univariate standardization both helps and hurts: it protects against scale-driven false discoveries but destabilizes variable selection under correlated covariates.