2 papers
stat.ML2024
Deep non-parametric logistic model with case-control data and external summary information
Hengchao Shi, Ming Zheng, Wen Yu
The case-control sampling design serves as a pivotal strategy in mitigating the imbalanced structure observed in binary data. We consider the estimation of a non-parametric logisti…
stat.ME2024
Statistical inference for case-control logistic regression via integrating external summary data
Hengchao Shi, Xinyi Liu, Ming Zheng +1
Case-control sampling is a commonly used retrospective sampling design to alleviate imbalanced structure of binary data. When fitting the logistic regression model with case-contro…