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06/15/2023
Conditional variable screening for ultra-high dimensional longitudinal data with time interactions
In recent years we have been able to gather large amounts of genomic dat...
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07/25/2022
Exponential Consistency of the M-estimators of Regression Coefficients with Multivariate Responses
In this brief note, we present the exponential consistency of the M-esti...
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01/22/2021
RaJIVE: Robust Angle Based JIVE for Integrating Noisy Multi-Source Data
With increasing availability of high dimensional, multi-source data, the...
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07/06/2020
On optimal two-stage testing of multiple mediators
Mediation analysis in high-dimensional settings often involves identifyi...
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05/25/2020
Robust Sure Independence Screening for Non-polynomial dimensional Generalized Linear Models
We consider the problem of variable screening in ultra-high dimensional ...
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04/30/2020
A robust variable screening procedure for ultra-high dimensional data
Variable selection in ultra-high dimensional regression problems has bec...
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01/06/2020
Permutation testing in high-dimensional linear models: an empirical investigation
Permutation testing in linear models, where the number of nuisance coeff...
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11/03/2019
Optimal two-stage testing of multiple mediators
Mediation analysis in high-dimensional settings often involves identifyi...
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05/08/2019