3 problems
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Conjecture that working-model misspecification is less variable than direct estimation on the predictors
Let the error process satisfy … Consider the working model for and the corresponding estimation based on the residualized predictors , including cases in which th…
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Conjectured weakening of the Ridge scaling assumption
Let denote the number of covariates and the sample size. Under the Ridge adjustment, suppose the scaling assumptions include … and … where is the maximum covaria…
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Risk-ratio bounds for and penalized regression
Let and be the and penalized regression estimators, respectively, with tuning para…