Author

Department of Statistics

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Preprint Sep 2026

Doubly robust target inference for generalized linear regression with completely missing covariates

Large-scale multipurpose cohort studies and biobanks often omit covariates needed for specific downstream analyses. We study target-population inference for generalized linear regression when key covariates are completely absent from the target data but observed in a related source population. Standard missing covariat...

Hua-Li Zhao, Kerstin Bunte Bernoulli Institute of Mathematics, Statistics et al. · 0 citations

Preprint Jul 2026

Mens: Nonlinear shrinkage estimation in nonparanormal models for financial applications

The MENS attains the robustness of rank-based estimation and the efficiency of nonlinear shrinkage at once within this class, and delivers a better-conditioned covariance estimate, lower realized portfolio volatility, and lower turnover than linear shrinkage in an out-of-sample minimum-variance backtest on S&P 500 stoc...

H. Karamikabir, Mohammad Arashi Department of Statistics, Faculty of Electrical Engineering et al. · 0 citations

Preprint Jul 2026

Restricted nonlinear shrinkage of high-dimensional residual covariance matrices in multivariate regressions

We study estimation of the p*p residual scatter (shape) matrix in a high-dimensional multivariate linear regression, where p and n grow proportionally. When the coefficient matrix obeys a known linear restriction of rank q<d, as in multivariate analysis of variance, growth-curve models, and reduced-rank regression, the...

H. Karamikabir, Mohammad Arashi Department of Statistics, Faculty of Electrical Engineering et al. · 0 citations