3 papers
stat.ME2022
Single Parameter Inference of Non-sparse Logistic Regression Models
Yanmei Shi, QiZhang
This paper infers a single parameter in non-sparse logistic regression models. By transforming the null hypothesis into a moment condition, we construct the test statistic and obta…
math.ST2022
Simultaneous Inference in Non-Sparse High-Dimensional Linear Models
Yanmei Shi, Zhiruo Li, Qi Zhang
Inference and prediction under the sparsity assumption have been a hot research topic in recent years. However, in practice, the sparsity assumption is difficult to test, and more…
stat.ME2021
Robust High-Dimensional Regression with Coefficient Thresholding and its Application to Imaging Data Analysis
Bingyuan Liu, Qi Zhang, Lingzhou Xue +2
It is of importance to develop statistical techniques to analyze high-dimensional data in the presence of both complex dependence and possible outliers in real-world applications s…