565 citations · 3.2k across the 41 of their papers we have counts for
4 papers · 2 filters
A Selective Approach to Internal Inference
Samuel M. Gross, Jonathan Taylor, Robert Tibshirani
A common goal in modern biostatistics is to form a biomarker signature from high dimensional gene expression data that is predictive of some outcome of interest. After learning thi…
Selective inference with a randomized response
Xiaoying Tian, Jonathan E. Taylor
Inspired by sample splitting and the reusable holdout introduced in the field of differential privacy, we consider selective inference with a randomized response. We discuss two ma…
Selective inference with unknown variance via the square-root LASSO
Xiaoying Tian, Joshua R. Loftus, Jonathan E. Taylor
There has been much recent work on inference after model selection when the noise level is known, however, is rarely known in practice and its estimation is difficult in high-d…
Asymptotics of selective inference
Xiaoying Tian, Jonathan Taylor
In this paper, we seek to establish asymptotic results for selective inference procedures removing the assumption of Gaussianity. The class of selection procedures we consider are…