4 citations · 4 across the 6 of their papers we have counts for
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Cluster-induced target shift and synthetic approximation for high-dimensional clustered data
Shangyuan Ye, Cong Zhang, Ying Chen +2
In high-dimensional clustered data, covariates whose distributions differ across clusters can act as proxies for unobserved cluster effects. We show that the marginal-model LASSO i…
High-dimensional Statistical Inference and Variable Selection Using Sufficient Dimension Association
Shangyuan Ye, Shauna Rakshe, Ye Liang
Simultaneous variable selection and statistical inference is challenging in high-dimensional data analysis. Most existing post-selection inference methods require explicitly specif…
Orthogonal Series Density Estimation for Complex Surveys
Shangyuan Ye, Ye Liang, Ibrahim A. Ahmad
We propose an orthogonal series density estimator for complex surveys, where samples are neither independent nor identically distributed. The proposed estimator is proved to be des…
Graph-based Multivariate Conditional Autoregressive Models
Ye Liang
The conditional autoregressive model is a routinely used statistical model for areal data that arise from, for instances, epidemiological, socio-economic or ecological studies. Var…