2 papers
stat.ME2026
Hypothesis Testing for Penalized Estimating Equations with Cross-Fitted Covariance Calibration
Jing Zhou, Zhe Zhang
We study hypothesis testing for penalized estimators in settings where the full marginal distribution of a multivariate response is difficult to specify, such as longitudinal data…
stat.ME2025
Double-Estimation-Friendly Inference for High-Dimensional Measurement Error Models with Non-Sparse Adaptability
Shijie Cui, Xu Guo, Songshan Yang +1
In this paper, we introduce an innovative testing procedure for assessing individual hypotheses in high-dimensional linear regression models with measurement errors. This method re…