331 citations · 1.3k across the 39 of their papers we have counts for
Showing 2022Show all
3 papers · 1 filter
stat.ME2022★ 4 cited
Unbiased Test Error Estimation in the Poisson Means Problem via Coupled Bootstrap Techniques
Natalia L. Oliveira, Jing Lei, Ryan J. Tibshirani
We propose a coupled bootstrap (CB) method for the test error of an arbitrary algorithm that estimates the mean in a Poisson sequence, often called the Poisson means problem. The i…
math.ST2022
Black-Box Model Confidence Sets Using Cross-Validation with High-Dimensional Gaussian Comparison
Nicholas Kissel, Jing Lei
We derive high-dimensional Gaussian comparison results for the standard -fold cross-validated risk estimates. Our results combine a recent stability-based argument for the low-d…
stat.ME2022
From local to global gene co-expression estimation using single-cell RNA-seq data
Jinjin Tian, Jing Lei, Kathryn Roeder
In genomics studies, the investigation of the gene relationship often brings important biological insights. Currently, the large heterogeneous datasets impose new challenges for st…