Standardizing the design lets debiased lasso inference remain asymptotically valid under finite moments, dependent errors, heteroskedasticity, and mild misspecification, at the cost of stricter sparsity.
High-dimensional statistics, with applications to genome-wide association studies.EMS Surv
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
math.ST 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Debiasing the Lasso under Weaker Tail Assumptions
Standardizing the design lets debiased lasso inference remain asymptotically valid under finite moments, dependent errors, heteroskedasticity, and mild misspecification, at the cost of stricter sparsity.