Author

Mehdi Dagdoug

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Review Sep 2026

Agnostic Model-Assisted Estimation with Machine Learning for Survey Data

Model-assisted estimation uses prediction rules to improve the efficiency of estimators of finite population parameters while retaining design-based inference. Although flexible prediction methods have been considered, existing theoretical results are largely method-specific. We develop a learner-agnostic framework tha...

Zi-Ming An, Mehdi Dagdoug, D. Haziza et al. · 3 citations

Review Jul 2026

High-Dimensional Variance Estimation for the Generalized Regression Estimator

In survey sampling, the goal is to estimate finite population parameters such as totals, means, and proportions. At the estimation stage, it is common to have access to auxiliary information in the form of covariates known either in aggregate form or for each population unit. These covariates are often used, through mo...

Kalil Bouhadra, Mehdi Dagdoug · 0 citations