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09/13/2023
Simultaneous inference for generalized linear models with unmeasured confounders
Tens of thousands of simultaneous hypothesis tests are routinely perform...
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05/29/2023
Generalized equivalences between subsampling and ridge regularization
We establish precise structural and risk equivalences between subsamplin...
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04/25/2023
Subsample Ridge Ensembles: Equivalences and Generalized Cross-Validation
We study subsampling-based ridge ensembles in the proportional asymptoti...
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02/27/2023
Extrapolated cross-validation for randomized ensembles
Ensemble methods such as bagging and random forests are ubiquitous in fi...
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10/20/2022
Bagging in overparameterized learning: Risk characterization and risk monotonization
Bagging is a commonly used ensemble technique in statistics and machine ...
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09/28/2022