78 citations · 206 across the 26 of their papers we have counts for
28 papers
Two-stage Hypothesis Tests for Variable Interactions with FDR Control
Jingyi Duan, Yang Ning, Xi Chen +1
In many scenarios such as genome-wide association studies where dependences between variables commonly exist, it is often of interest to infer the interaction effects in the model.…
Inference in High-dimensional Multivariate Response Regression with Hidden Variables
Xin Bing, Wei Cheng, Huijie Feng +1
This paper studies the inference of the regression coefficient matrix under multivariate response linear regressions in the presence of hidden variables. A novel procedure for cons…
Optimal Variable Clustering for High-Dimensional Matrix Valued Data
Inbeom Lee, Siyi Deng, Yang Ning
Matrix valued data has become increasingly prevalent in many applications. Most of the existing clustering methods for this type of data are tailored to the mean model and do not a…
Optimal Covariate Balancing Conditions in Propensity Score Estimation
Jianqing Fan, Kosuke Imai, Inbeom Lee +3
Inverse probability of treatment weighting (IPTW) is a popular method for estimating the average treatment effect (ATE). However, empirical studies show that the IPTW estimators ca…
Test of Significance for High-dimensional Thresholds with Application to Individualized Minimal Clinically Important Difference
Huijie Feng, Jingyi Duan, Yang Ning +1
This work is motivated by learning the individualized minimal clinically important difference, a vital concept to assess clinical importance in various biomedical studies. We formu…
On the global identifiability of logistic regression models with misclassified outcomes
Rui Duan, Yang Ning, Jiasheng Shi +3
In the last decade, the secondary use of large data from health systems, such as electronic health records, has demonstrated great promise in advancing biomedical discoveries and i…