1 citations · 2 across the 4 of their papers we have counts for
4 papers
Statistical Inference in High-dimensional Poisson Regression with Applications to Mediation Analysis
Prabrisha Rakshit, Zijian Guo
Large-scale datasets with count outcome variables are widely present in various applications, and the Poisson regression model is among the most popular models for handling count o…
Inference for Nonlinear Endogenous Treatment Effects Accounting for High-Dimensional Covariate Complexity
Qingliang Fan, Zijian Guo, Ziwei Mei +1
Nonlinearity and endogeneity are prevalent challenges in causal analysis using observational data. This paper proposes an inference procedure for a nonlinear and endogenous margina…
Testing High-Dimensional Mediation Effect with Arbitrary Exposure-Mediator Coefficients
Yinan Lin, Zijian Guo, Baoluo Sun +1
In response to the unique challenge created by high-dimensional mediators in mediation analysis, this paper presents a novel procedure for testing the nullity of the mediation effe…
Statistical Inference for Genetic Relatedness Based on High-Dimensional Logistic Regression
Rong Ma, Zijian Guo, T. Tony Cai +1
This paper studies the problem of statistical inference for genetic relatedness between binary traits based on individual-level genome-wide association data. Specifically, under th…