16 citations · 38 across the 6 of their papers we have counts for
5 papers · 1 filter
Fixed effects testing in high-dimensional linear mixed models
Jelena Bradic, Gerda Claeskens, Thomas Gueuning
Many scientific and engineering challenges -- ranging from pharmacokinetic drug dosage allocation and personalized medicine to marketing mix (4Ps) recommendations -- require an und…
Breaking the curse of dimensionality in regression
Yinchu Zhu, Jelena Bradic
Models with many signals, high-dimensional models, often impose structures on the signal strengths. The common assumption is that only a few signals are strong and most of the sign…
Comments on `High-dimensional simultaneous inference with the bootstrap'
Jelena Bradic, Yinchu Zhu
We provide comments on the article "High-dimensional simultaneous inference with the bootstrap" by Ruben Dezeure, Peter Buhlmann and Cun-Hui Zhang.
A projection pursuit framework for testing general high-dimensional hypothesis
Yinchu Zhu, Jelena Bradic
This article develops a framework for testing general hypothesis in high-dimensional models where the number of variables may far exceed the number of observations. Existing litera…
Uniform Inference for High-dimensional Quantile Regression: Linear Functionals and Regression Rank Scores
Jelena Bradic, Mladen Kolar
Hypothesis tests in models whose dimension far exceeds the sample size can be formulated much like the classical studentized tests only after the initial bias of estimation is remo…