3 papers
stat.ME2023
The Conditional Prediction Function: A Novel Technique to Control False Discovery Rate for Complex Models
Yushu Shi, Michael Martens
In modern scientific research, the objective is often to identify which variables are associated with an outcome among a large class of potential predictors. This goal can be achie…
stat.ME2023
CAT: a conditional association test for microbiome data using a leave-out approach
Yushu Shi, Liangliang Zhang, Kim-Anh Do +2
In microbiome analysis, researchers often seek to identify taxonomic features associated with an outcome of interest. However, microbiome features are intercorrelated and linked by…
stat.ME2020
ProgPermute: Progressive permutation for a dynamic representation of the robustness of microbiome discoveries
Liangliang Zhang, Yushu Shi, Kim-Anh Do +2
Identification of features is a critical task in microbiome studies that is complicated by the fact that microbial data are high dimensional and heterogeneous. Masked by the comple…